{
 "cells": [
  {
   "cell_type": "code",
   "id": "initial_id",
   "metadata": {
    "collapsed": true,
    "ExecuteTime": {
     "end_time": "2025-02-26T01:12:00.156763Z",
     "start_time": "2025-02-26T01:11:59.848424Z"
    }
   },
   "source": "import matplotlib.pyplot as plt",
   "outputs": [],
   "execution_count": 10
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-26T01:12:01.369193Z",
     "start_time": "2025-02-26T01:12:01.202671Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 传入x和y, 通过plot画图\n",
    "plt.plot([1, 2, 9], [4, 5, 6]) # 画出x轴从1到9，y轴从4到6的折线图,1,2,3为x轴，4,5,6为y轴\n",
    "plt.xlabel('X') # 设置x轴标签\n",
    "plt.ylabel('Y') # 设置y轴标签\n",
    "plt.title('Zzh &Graph') # 设置图表标题\n",
    "plt.show()"
   ],
   "id": "615006308b96648d",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 11
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-26T01:12:03.697521Z",
     "start_time": "2025-02-26T01:12:03.564585Z"
    }
   },
   "cell_type": "code",
   "source": [
    "x=range(1,8) # 定义x轴数据,生成1到7的整数序列\n",
    "y = [17, 17, 18, 15, 11, 11, 13] # 定义y轴数据\n",
    "plt.xlabel('X') # 设置x轴标签\n",
    "plt.ylabel('Y') # 设置y轴标签\n",
    "plt.title('Line chart of Y changing with X') # 设置图表标题,注意这里不能使用中文\n",
    "plt.plot(x,y)\n",
    "plt.show()"
   ],
   "id": "ea9d476d1f57b767",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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IiBEj5KabbtLvRs9mwoQJEhwcXLapAbyA1R3NzpNHZ2yUe99fK0nHT0laVp68tXSP6bIAwBY8nOdKBTXxzT08ZP/+/RIVFSXjxo0Th8Mhr732mn5MlRUaGqq7jDp37lyhlhYVXFTXUlBQUI3+HMCFqNfzvI3J8tKX2+V4ToE4PEQGdGwsX2w6JJ4OD/nuT1dJdFiA6TIBoMap87dqfKjI+dtI99DZFBcX61lFpbKysiQnJ0eKis7e5+/r66s3wOoSj+XIM/O2yMo9Ja/v1g0D5Z9DO0qniBA5mVcoS3emysTvdsukuJKuUQCAxUNL79695Z577tGzhxo0aKDXbGnYsKF07NjRdGnARSksKpZpPyXIa4t2y6mCIvHxcsijfVvIA71jxNuzpGd2fP+WOrQs2HRIRl/VTNo0opUQACwfWoYOHSo7duyQiRMnSkpKirRv317mzZsn3t7epksDKm3boQx5as4W2ZKcoW93j6krE4Z0/E0XULvGwTKgYyP5anOKDjf/uaeboYoBwPqMjmkx1ScGVJfcgiKZ+N0embpynxQVOyWolpc8O6CNDOsWocdwnc3etGzp9/pyKXaKzBtzpXSJrFPjdQOAHc7flpk9BNjdT/Hpcv3EFTJl+V4dWAZ0aCTfjb9Khl8Wec7AojSrV1uGxobr/X8t2lWDFQOAvVimewiwqxM5+fL3r3bI7PVJ+nbDoFry0q3tpV/bBhV+jkf6tpD5vyTLj/FHdfi5snlYNVYMAPZESwtwkVTP6pebD0nf15eXBZa7ujeVxX/qU6nAooTX8ZeRl0fq/VcX7Trn+kQA4M5oaQEuwqETp+TP87fKkp2p+nbz+rXl5SEdpFtU3Yt+zj9c21xmrkuUjQdPyJIdqdK3ksEHAFwdLS1AJaixKh/8lKAHzqrA4u3poacxfzW21yUFFqV+YC25r2d02diWYjUyFwBQhpYWoIJ2H8mSJ+ds1i0hStemdXTrSosGgVX2PUb1iZGPfz4gOw9nyZdbUuTmTo2r7LkBwO5oaQEuQF2J+fVFu2TAmyt1YKnt6yUv3dJOZo/qUaWBRQnx95EH+8To/TcW79YL1AEAShBagPNYm3BMbpq0Ut5cGi8FRU7p26a+Hmh7V48ocagLCFWD+3pFS90AH9mfflLmbCgZ4AsAILQAZ5WZWyDPztsit0/5WfamnZSw2r7y9shYmXp3N2kU7Fet31u15Iy5upnen/TdHt3SAwAgtAC/8e22w3qg7SerD+rbw7tFyJI/XaWX2z/fInFV6c7uTaVRcC05lJEr00/XAQDujtACnHYkM1dGf7ReRn20Xo5k5unrBH36QHf5520dJdi/Zq+BVcvbUx6+toXef3tZvOTkF9bo9wcAKyK0wO2pqcWqNUMtEvfNtsPi5fDQ3TNfP9JbejQLNVbX7d3CpWmov6Rn58v7PyYYqwMArILQAremLlYYN3WVPDNvi2TlFkrH8GBZ8Mde8sQNrXVrh0neng4Z17el3n93+V7JyCkwWg8AmEZogVvKLyyWfy/dIzdOWilr9h8TP29PeW5AG5k3pqe0bWydq4QP6tRYWjUIlMzcQnlv5V7T5QCAUYQWuJ2NB4/Lzf/+Qf61aLcOL31a1pNF4/rI/b1jxLOapjFfLFXP+P4lrS2qiygtK890SQBgDKEFbuNkXqG8+MU2GfLOT3rFWbUWysThneWD+y6TiLr+YlXq4oudIkIkJ79IJn8fb7ocADCG0AK3sGxnqvR/Y4VurVAXUB7SpYl896er5NYuTWpsGvPFUvU93r+V3v9k1UFJPnHKdEkAYAShBS4tPTtPxn66Ue6btlaf7MPr+MmHv7tcXh/eWbe02EXP5qHSPaau5BcVy1tL9pguBwCMILTAJTmdTvlsfZKexrxg0yFRQ1Xu7xWtx66oMSx2o1tbri9pbZm9Pkkv8Q8A7obQApdz8GiO3PXfNfLY7E1yIqdA2jQKkvl/6CnPDWwr/j72vbB516Z15brW9aWo2KkvpggA7obQApehroj83oq90n/icvkhPl18vRzy5A2tZcEfe0rH8BDT5VWJP52eSaRaj3akZJouBwBqFKEFLmFrcobcOvlH+cfCnZJbUCw9YkLl20f7yENXN9OLtLmKdo2DZWDHRnr/tUW0tgBwL/ZtKwdE5FR+kUz8brf854f9utskqJaXPDegrV4C3+qzgi7WuH4tZeGWFPluxxHZcPC4xEbWMV0SANQI13kLCrfzY3y6XD9xhby7Yp8OLOoqzN+Nv0qGXRbhsoFFaVavttzWNVzv/+vbXabLAYAaQ0sLbOf4yXz5+8IdenaQ0ii4lrx0S3vp27aBuIux17WQ+RsPyU97j+rw1rN5mOmSAKDa0dICW01jVgNQ1TRmFVhUY8o9PZrqaczuFFiU8Dr+MvKKSL3/6re79LEBAFdHSwtsQS0M99y8LbJsV5q+3aJ+bXl5aEfp2tR9x3OMuaaZzFybKL8knpAlO1LdLrgBcD+0tMDS1FiV93/cL/1eX64Di4+nQ8b1bSlfje3t1oFFqR9YS+7tGaX3/7VolxQX09oCwLXR0gLL2nU4S56cs1m3JCjdmtaRl4d2kOb1A02XZhmj+sTIx6sO6AtAfrH5kNzSuYnpkgCg2tDSAsvJLSiS1xbtkgFvrtSBpbavl/zt1vYya1QPAsuvhPj76OCiqFVyC4qKTZcEANWG0AJLWb3vqNz05kp5a2m8FBY7pV/bBvpqzHd2byoOdQEh/MZ9PaMlNMBHEo7myJzTM6oAwBURWmAJGacK5Om5W2T4e6tkX9pJqRfoK+/cESvv3dVVGgbXMl2epQX4esmYa5rr/TeX7NEtVQDgiggtMO6brSl6oO2naw7q2yMuj9CtKzd2aOTSi8RVpTuuiNTr1RzKyJXpq0uOIwC4GkILjDmSmSujPlonoz/eIKlZeRIdFiAzHuwuE4Z0lGA/b9Pl2Uotb0+94Jzy9rJ4OZlXaLokAKhyhBbUODU195PVB6Tva8vl221HxMvhIX+4ppl8/Uhv6R4Taro821JL+0eF+svRk/ky7acE0+UAQJUjtKBGxadmS9x7q+TZeVslK69QOkWEyBcP95LHr2+tWwtw8dTVrNXFFJUpy/dKRk6B6ZIAoEoRWlAj8guL9SDRmyatlDUJx8Tfx1P+MrCtzH3oSmnTKMh0eS5jUMfG0rphoGTlFsq7K/aaLgcAXCO0pKenS3R0tCQklDRjT5s2TQ+6/PWm7oe9bTh4XAa+tVJeX7xb8ouK5epW9fT1gn7XK1o8mcZcpdS08D+dbm15/8cEScvKM10SANg7tKjAMnDgwLLAoowcOVKOHz9etiUmJkpYWJj07t3bRImoAtl5hfLCgm0y9J2fZPeRbKkb4COT4jrL+/depi/4h+qh1rZR3W6nCor0oFwAcBVGQktcXJwOKWfy8fGRkJCQsu3DDz+UwYMHS7NmzUyUiEu0dOcR6f/6cj0gVF2AeEhsEz2NWS0zzzTm6qWO7xPXt9L7avqzutgkALgCD6eBa9rv379fdw2pf65qPyqq5KJvpXJzc6Vp06ayevXq3zx2LpmZmRIcHCwZGRkSFFR1YyTyCotoYq+E3IJimbRkj3yx6ZC+HVHXT/4xuIP0blHPdGluZ8R7q+TnfUdleLcI+edtHU2XAwCXfP42csFEFVjOZ/r06XLFFVecN7Dk5eXp7cwfujpsO5QpQyb/VC3P7crUUJX7e8fIo31biL8P1+U04bHrW+muuc82JMmoq2Ikpl5t0yUBwCWx5NlkypQp8sILL5z3cyZMmCAvvvhitdeiOjJ8vZhkVRntGgfJize3lw7hwaZLcWtdm9aR61rXlyU7U+WN7/bIWyO6mC4JAOzXPVT2zc/SPRQfHy+XX365HDlyRLy9vSvV0hIREVHl3UOAnW0/lKkvQKksHNtb2jbmbwOAfbuHLNeEMGvWLD2z6HyBRfH19dU/3JkbgPJUSBnUqbHef33xLtPlAMAlsVxo+eabb+Tqq682XQbgMsb1baHXw/luR6qsP3DcdDkA4Bqh5dSpU3rG0JVXXmm6FMBlqAG4t8WG6/1/fUtrCwD7Mhpa1HCaM8ez+Pn56XEqrVu3NlkW4HLG9m0hPp4OPQX6x/h00+UAgP1bWgBUjyYhfjLyiki9/8q3u/QbBgCwG0IL4Cb+cE1z8fP2lE2JJ/T4FgCwG0IL4CbqBfrKfT2jysa2FBfT2gLAXggtgBsZ1aeZBNbykl1HsuSLzSWXWgAAuyC0AG4k2N9bRvWJ0ftvLN4tBUXFpksCgAojtABu5r6e0RIa4CMJR3Pks/VJpssBgAojtABuJsDXS8Zc01zvv7lkj+QWFJkuCQAqhNACuKE7roiURsG1JCUjVz5ZfdB0OQBQIYQWwA3V8vaUR65rofcnL4uXk3mFpksCgAsitABuamjXcIkK9ZejJ/Pl/R/3my4HAC6I0AK4KW9Ph4zr11Lvv7tin2TkFJguCQDOi9ACuLFBHRtL64aBkpVbKO+u2Gu6HAA4L0IL4MYcDg8Z37+V3n//xwRJzco1XRIAnBOhBXBzfdvUl84RIXKqoEgmL6O1BYB1EVoAN+fh4SGPX1/S2jJ99UFJOp5juiQAOCtCCwDp2TxMrmwWKvlFxXrBOQCwIkILAO2x060tczYky960bNPlAMBvEFoAaLGRdfT4lqJip76YIgBYDaEFQJnSmURfbk6RbYcyTJcDAOUQWgCUadMoSAZ1aqz3X19EawsAayG0AChnXN8W4unwkCU7U2X9geOmywGAMoQWAOXE1Kstt8WG6/1Xv90pTqfTdEkAoBFaAPzG2L4txMfTIav2HZMf44+aLgcANEILgN9oEuInd3SP1Pu0tgCwCkILgLMac3Vz8fP2lE1JGbJ4+xHT5QAAoQXA2dUL9JXf9YrS+68t2q3XbwEAkwgtAM7pwd7NJLCWl+w6kiVfbj5kuhwAbo7QAuCcgv29ZfRVzfT+64t3S0FRsemSALgxQguA87r3yigJq+0jB47myOx1SabLAeDGCC0AzivA10sPylXUFaBzC4pMlwTATRFaAFzQyCsipXFwLTmcmSsfrzpguhwAborQAuCCanl7ytjrWuj9d77fK9l5haZLAuCGCC0AKmRo13CJDguQoyfz5f0f9psuB4AbIrQAqBBvT4eM69dS77+3Yp+cyMk3XRIAN0NoAVBhAzs0ktYNAyUrr1DeXbHPdDkA3AyhBUCFORwe8lj/Vnr//R/3S2pWrumSALgRQguASrmuTX3pHBEiuQXF8vbSeNPlAHAjxkJLenq6REdHS0JCwm8ee/LJJ2XQoEFG6gJwfh4eHvLE9SWtLdPXHJSk4zmmSwLgJhymAsvAgQPPGlg2b94skydPlkmTJpkoDUAFXNk8THo2D5WCIqdM+m6P6XIAuAkjoSUuLk5Gjhz5m/uLi4vlwQcflHHjxklMTIyJ0gBUUOnYljkbkmRvWrbpcgC4ASOhZerUqTJ27Njf3D9lyhTZsmWLREVFyYIFCyQ/nymVgFV1iawjfds0kGJnycUUAcAlQ4say/Jr2dnZ8vzzz+sWlgMHDsgbb7whvXr1klOnTp31OfLy8iQzM7PcBqBmje/fUjw8RL7anCJbkzNMlwPAxVlm9tDcuXPl5MmTsmzZMnnxxRdl8eLFkpWVJR999NFZP3/ChAkSHBxctkVERNR4zYC7a9MoSAZ1bKz3aW0B4DahJSkpSbp37y5hYWH6tpeXl3Ts2FHi488+pfLpp5+WjIyMsi0xMbGGKwagqFVyPR0esnRnqqw/cMx0OQBcmGVCS3h4+G+6glQ3UZMmTc76+b6+vhIUFFRuA1Dz1PWIbu8arvdf+WaXOJ1O0yUBcFGWCS0DBgyQ7du368G4qtXlzTfflE2bNsmQIUNMlwbgAtQVoH08HbJ6/zH5IT7ddDkAXJRlQktoaKgsXLhQPvjgA2nZsqVep2XWrFmMVQFsoHGIn9zRPVLvv/otrS0AqoeH00X+u6jZQ2pArhrfQlcRUPPSsvLkqleXSU5+kbx7V1e5vl1D0yUBcLHzt2VaWgDYW71AX/ldz5LlDF5btEuK1AIuAFCFCC0AqswDfWIkqJaX7D6SLV9sOmS6HAAuhtACoMoE+3nLqKuala3bUlBUbLokAC6E0AKgSt3XM0rCavvIwWM5Mmsd6ycBqDqEFgBVyt/HS/5wTXO9/9aSeMktKDJdEgAXQWgBUOVGXhEpjYNryeHMXPl41QHT5QBwEYQWAFXO18tTHunbQu9P/n6vZOcVmi4JgAsgtACoFkNjw/US/8dO5sv/fthvuhwALoDQAqBaeHk69MUUlakr9smJnHzTJQGwOUILgGozsEMjad0wULLyCmXK8n2mywFgc4QWANXG4fCQx69vpfen/bRfUjNzTZcEwMYILQCq1bWt60uXyBDJLSiWt5fFmy4HgI0RWgBUKw+P/29tmb7moCQeyzFdEgCbIrQAqHZXNguTns1DpaDIKZOW7DFdDgCbIrQAqBGP9S9pbZm7IUniU7NNlwPAhggtAGpEl8g60q9tAyl2iryxeLfpcgDYEKEFQI0Z37+leHiIfLUlRbYmZ5guB4DNEFoA1JjWDYPk5k6N9f5ri3aZLgeAzRBaANSocX1biqfDQ5btSpN1CcdMlwPARggtAGpUVFiADOsWrvdf+XaXOJ1O0yUBsAlCC4Aa9/C1LcTH0yFr9h+TlXvSTZcDwCYILQBqXOMQP7mze1O9/69FtLYAqBhCCwAjxlzTTPx9PGVzUoZ8u+2I6XIA2AChBYARYbV95Xc9o8tmEhWpBVwA4DwILQCMeaBPjATV8pI9qdmyYFOy6XIAWByhBYAxwX7eMuqqZnr/jcV7pKCo2HRJACyM0ALAqPt6RklYbR85eCxHZq1LNF0OAAsjtAAwyt/HS/54TXO9/+aSPZJbUGS6JAAWRWgBYNyIKyKlSYifHMnMk49+PmC6HAAWRWgBYJyvl6c8cl0LvT/5+3jJyi0wXRIACyK0ALCEIbFNJCYsQI7nFMj/fkgwXQ4ACyK0ALAEL0+HjOvXUu//Z+U+OX4y33RJACyG0ALAMgZ0aCRtGgVJVl6hTFmx13Q5ACyG0ALAMhwOD3msf0lrywc/JUhqZq7pkgBYCKEFgKVc27q+xEaGSG5Bsfx7WbzpcgBYCKEFgKV4eHjIY9e30vufrjkoicdyTJcEwCIILQAs58pmYdKreZgUFDll4nd7TJcDwN1DS3p6ukRHR0tCwv9PbRw7dqx+l1W6NW9eskomAPdT2toyb2OSxKdmmS4HgLuGFhVYBg4cWC6wKOvWrZOvvvpKjh8/rreNGzeaKA+ABXSOCJF+bRtIsVPk9cW7TZcDwF1DS1xcnIwcObLcfYWFhbJt2zbp06ePhISE6C0wMNBEeQAsYnz/luLhIbJwy2HZmpxhuhwA7hhapk6dqruCzrRlyxYpLi6Wzp07i5+fn9xwww1y8OBBE+UBsIjWDYPk5k6N9f6/Fu0yXQ4AdwwtaizLr23fvl1atWolH330kWzevFm8vLzkwQcfPOdz5OXlSWZmZrkNgOsZ17eleDo85PtdabLh4HHT5QAwyDKzh+644w49pqVHjx7SokULmTx5sixevPicYWTChAkSHBxctkVERNR4zQCqX1RYgNzauYnen76a1lfAnVkmtPxa/fr1dXdRSkrKWR9/+umnJSMjo2xLTEys8RoB1IyRV5S8Kflqc4pkcgVowG1ZJrQ8/vjjMn369LLbP//8szgcjnO2oPj6+kpQUFC5DYBrio2sI83r15ZTBUXyxaZDpssB4O6hpVOnTvLcc8/JkiVLZNGiRTJ69Gi5++67xd/f33RpAAxT6zbFXVbyBmbmWlpVAXdlmdBy5513yvDhw2Xo0KEyYsQIPXvo3//+t+myAFjEkNhw8fb0kM1JGbLtENOfAXfk4XQ6neIC1IBdNSBXjW+hqwhwTX+YvkGPa7m7R1P56y3tTZcDoIbP35ZpaQGACyntIpq3MVlyC4pMlwOghhFaANhGz2ZhEl7HT7JyC+XrrWefWQjAdRFaANiGw+Ehw7uVtLbMWMOAXMDdEFoA2Mpt3cLF4SGyev8x2ZeWbbocADWI0ALAVhoF+8nVrerr/ZnraG0B3AmhBYDtDD89IHfO+iQpKCo2XQ6AGkJoAWA717auL2G1fSU9O1+W7Eg1XQ6AGkJoAWA73p4Oub1buN6fuZaLKALugtACwJaGnZ5FtHx3mhw6ccp0OQBqAKEFgC1FhwVI95i6UuwUmb0uyXQ5AGoAoQWAbcVdFqk/zlqXKEUqvQBwaYQWALZ1Q/uGElTLS5JPnJIf49NNlwOgmhFaANhWLW9PffVnZeZa1mwBXB2hBYBLrNmyaPthOZqdZ7ocANWI0ALA1to0CpJO4cFSUOSUuRuSTZcDoBoRWgDY3vDTA3JnrD0oTicDcgG3Di0rVqyo/koA4CIN6tRI/Lw9ZW/aSVl/4LjpcgCYDC1DhgyRHj16yPz586urDgC4aIG1vHVwUWYwIBdw79CSmJgod999tzz99NPSunVr+e9//ysFBQXVXx0AVLKL6KvNKZKZy/8nwBV5OCvZATxr1iz5/e9/r/uNfXx8yj127NgxMSUzM1OCg4MlIyNDgoKCjNUBwAz1P6n/GytkT2q2/O3W9nJn96amSwJQxedvL6kg1dry5ptv6laW3r17y+jRo/U3AQAr8PDw0NOf//bVDr1mC6EFcD0VCi233367LFy4UIYOHSrLly+XDh06VH9lAFBJaqG5V77ZJVuSM2Rrcoa0b8IbK8DtQkuTJk1kx44dEhlZ0mcMAFZUN8BH+rdrIF9uTtHXIyK0AG44EHfixIkEFgC2uojivI3JkltQZLocAFWIxeUAuJQrm4VKeB0/ycotlIVbUkyXA6AKEVoAuBSHw0OGdyu5HhFrtgCuhdACwOXc1i1cHB4ia/Yfk31p2abLAVBFCC0AXE6jYD+5plV9vT9zHa0tgKsgtABwSWrNFmXO+iTJLyw2XQ6AKkBoAeCSrmldX+oF+kp6dr4s3XnEdDkAqgChBYBL8vZ0yG1dw/U+A3IB10BoAeCySmcRLd+dJodOnDJdDoBLRGgB4LKiwgKkR0yoqMvCzl6XZLocAJeI0ALApcVdXtLaopb1Lyqu1EXtAVgMoQWAS7u+XUMJ9vOW5BOn5If4dNPlALgEhBYALq2Wt6cM7tJE789ce9B0OQAuAaEFgNus2bJ4+xFJz84zXQ4Au4WW9PR0iY6OloSEhLM+fsMNN8i0adNqvC4ArqdNoyDpFBEiBUVOmbch2XQ5AOwUWlRgGThw4DkDyyeffCLffvttjdcFwHXFnW5t+XTtQXGq6UQAbMdIaImLi5ORI0ee9bFjx47J+PHjpVWrVjVeFwDXNahTY/H38ZR9aSdl3YHjpssBYJfQMnXqVBk7duxZH1OBZfDgwdK9e/carwuA66rt6yUDOzbS+zPWsEIuYEdGQosay3I2y5YtkyVLlsgrr7xywefIy8uTzMzMchsAnE/c5ZH641dbDklmboHpcgDYdfZQbm6ujBo1St555x0JDAy84OdPmDBBgoODy7aIiJL+agA4ly4RIdKyQW3JLSiWBb8cMl0OALuGlpdeekkuu+wyGTBgQIU+/+mnn5aMjIyyLTGR5l4A5+fh4SHDLytpbZnBmi2A7XiJRUyfPl3S0tIkJCRE387JyZFZs2bJmjVrZPLkyb/5fF9fX70BQGWoheb++fVO2ZqcKVuTM6R9k2DTJQGwW2hZuXKlFBYWlt1+7LHH9GDce++912hdAFxL3QAf6d+ugXy5OUVmrk0ktAA2YpnuofDwcImKiirbateuLWFhYXoDgKo04vSA3Pm/JMup/CLT5QCwQ0vL+RZ4YjVcANWlR0yoRNT1k8Rjp+TrrSkyJDbcdEkA7NTSAgA1xeHwkOHdSmYcsmYLYB+EFgBu6bauEeLwEFmTcEz2pmWbLgdABRBaALilhsG15JpW9fX+rLW0tgB2QGgBIO6+Qu6cDUmSX1hsuhwAF0BoAeC2rmlVT+oH+kp6dr4s3XnEdDkALoDQAsBteXk65LauJTOHPmVALmB5hBYAbm3Y6VlEK/akSfKJU6bLAXAehBYAbi0qLECv26KWjZq9jtYWwMoILQDcXtzlJa0ts9clSVHxuRe9BGAWoQWA27u+XUMJ9vPW3UM/xKebLgfAORBaALi9Wt6e+urPyow1B02XA+AcCC0AICLDLyvpIlq8/YikZ+eZLgfAWRBaAEBE2jQKkk4RIVJY7JS5G5JMlwPgLAgtAHDaiNOtLTPWJp73KvQAzCC0AMBpAzs1Fn8fT9mXdlLWJhw3XQ6AXyG0AMBptX29ZFDHxnp/xloG5AJWQ2gBgDMMP71my8ItKZJxqsB0OQDOQGgBgDN0iQiRlg1qS25BsSzYdMh0OQDOQGgBgDN4eHhI3GWRen8mXUSApRBaAOBX1EJzPp4O2ZqcKVuTM0yXA+A0QgsA/EqdAB+5vn1Dvc+AXMA6CC0AcBZxp9ds+XzjITmVX2S6HACEFgA4ux4xoRJZ11+y8gr1TCIA5hFaAOAsHA6PsusRzVybaLocAIQWADi327qGi8NDZE3CMYlPzTZdDuD2CC0AcA4NgmrJta3r6/1Z62htAUwjtADAeQw/vWbLnPVJkl9YbLocwK0RWgDgPK5pVU/qB/rK0ZP5smTHEdPlAG6N0AIA5+Hl6ZDbu4Xr/RkMyAWMIrQAwAUM61Yyi2jFnjRJOp5juhzAbRFaAOACmoYGyJXNQsXpFJm9Lsl0OYDbIrQAQAWUrtkye12iFBU7TZcDuCVCCwBUwPXtGkqIv7ccysiVlXvSTJcDuCVCCwBUQC1vT331Z4UVcgEzCC0AUMkuosXbj0haVp7pcgC3Q2gBgApq3TBIOkeESGGxU+ZuYEAuIO4eWk6cOCGrV6+W48ePmy4FAH4j7oyLKDrVdCIArh9a0tPTJTo6WhISEsrumz17tkRFRcn9998v4eHh+jYAWMmgTo0lwMdT9qWflLUJvLkCXD60qMAycODAcoElIyNDxowZIytWrJAtW7bI22+/LY8//riJ8gDgnAJ8vXRwUWasPWi6HMCtGAktcXFxMnLkyHL3ZWZmysSJE6Vjx476dmxsrBw9etREeQBQoQG5C7ekSMapAtPlAG7DSGiZOnWqjB07ttx9ERERcscdd+j9goICeeONN2Tw4MEmygOA81KDcVs1CJTcgmJZ8Euy6XKAGvH9rlTjVzo3ElrUWJZz2bRpkzRs2FC++eYbefPNN8/5eXl5ebp15swNAGqCh4dHWWsLF1GEO1ixO03um7ZWhr/3s5zKLzJWh+VmD6nuoUWLFkmLFi30gNxzmTBhggQHB5dtqqUGAGrKkNgm4uPlkG2HMmVrcobpcoBqk3gsR8bO2KivvdW6YaD4+XiKKQ4rvoPp2rWrfPDBBzJ37lw9Bfpsnn76aT14t3RLTOTdDoCaE+LvIze0a6j3GZALV5VbUCRjPtkgJ3IKpFN4sLxwczuj9VgmtCxfvrzcbCEfHx8dYByOs5fo6+srQUFB5TYAMLFmy+cbD0lOfqHpcoAq9/zn22RLcobU8feWyXd2FV8vc60slgotLVu2lPfee09vqtXkmWeekf79+xNGAFhW95hQiazrL1l5hbJwy2HT5QBV6tM1B2XmukRxeIi8NSJWmoT4iWmWCS2NGjWSzz77TCZNmiTt2rWTnJwc+fDDD02XBQDn5HD8/4DcmXQRwYVsSjyhW1mUx65vJb1ahIkVeJn85r9eArtfv36ybVvJQQIAO7ita7i8vni3Xh03PjVbmtevbbok4JIcO5kvD328XvKLiqV/2wby0FXNxCos09ICAHbUIKiWXNOqvt6ntQV2V1TslLGfbpRDGbkSExYg/xrWSY8vtQpCCwBU0YDcORuSjS++BVyK1xbtkh/i08XP21Om3NVVgmp5i5UQWgDgEl3dqp7UD/TVzerf7Thiuhzgony77bBM/n6v3n/lto7SskGgWA2hBQAukZenQ27vFq73WSEXdrQvLVvGz9qk93/fK7rsoqBWQ2gBgCowvFuk/rhyT5okHc8xXQ5QYSfzCmX0x+slO69QLo+uK0/d2FqsitACAFUgMtRfejYP1Uudz1qXZLocoMKzeJ+cs1l2H8nWXZz/HtlFvD2tGw2sWxkA2Mzwy0paW2avS9SzMACr+9+PCfLl5hTxcnjI5DtipX5gLbEyQgsAVBG1pkWIv7ekZOTKij1ppssBzmv1vqPyj4U79P5zA9pIt6i6YnWEFgCoIrW8PWVwlyZ6f+YaBuTCuo5k5sofpm/ULYK3dm4s91wZJXZAaAGAKhR3uotITX1Oy8ozXQ7wG2otIXXl5vTsPGndMFD+MaSDpRaQOx9CCwBUoVYNA6VLZIgUFjtlzgYG5MJ6/rFwh6w/cFwCa3nJlDu7ir+P0Sv6VAqhBQCqaYXcmWsTf3ONNcCk+RuTZdpPCXr/jWGdJSosQOyE0AIAVWxgx8YS4OMp+9NPypr9x0yXA2g7UjLlqbmb9f7D1zaXvm0biN0QWgCgigX4esnNnRuXtbYApmWcKtALyOUWFEuflvXk0b4txY4ILQBQjWu2fLUlRZ8wAFOKi53yp5m/yIGjORJex08mDe8sng57DLz9NUILAFSDTuHBemZGXmGxfP5Lsuly4MbeXhYvS3amio+XQw+8rRPgI3ZFaAGAaqCmkA4/PSD30zUMyIUZy3enyevf7db7f7u1vbRvEix2RmgBgGqiFppT727VAMityZmmy4GbSTyWI4/M2KivhzXi8kgZ1q0kRNsZoQUAqkmIv4/c2L6h3p+x9qDpcuBGcguK5KFP1suJnALdVfnCzW3FFRBaAKAalXYRLfjlkOTkF5ouB27A6XTKn+dv1a17dQN85J07u4qvl6e4AkILAFSj7tGh0jTUX7LyCuWrzSmmy4Eb+HRNosxenyRqgtBbI7pI4xA/cRWEFgCoRg6HR9lYAtZsQXX7JfGEvLBgm95//PrW0rN5mLgSQgsAVLPbu4brdTHWHTgu8alZpsuBizqanSdjPl4v+UXFcn27BjL6qhhxNYQWAKhm9YNqybWt6+t9WltQHQqLiuXhTzfKoYxciQkLkH/d3sk2V26uDEILANTgRRTnbEiW/MJi0+XAxfxr0W75ae9R8ffxlHfv6iqBtbzFFRFaAKAGXNWynjQI8pVjJ/Nl8fYjpsuBC/lma4pMWb5X779yW0dp0SBQXBWhBQBqgJenQ27vWtLawpotqCp707LlsdklV26+v1e0vsK4KyO0AEANKZ1F9EN8ul6tFLgUJ/MKZfRH6yU7r1Auj64rT97YWlwdoQUAakhkqL/0ah6ml1VX62gAl7KA3BNzNsue1Gzd7fj2yFjx9nT9U7rr/4QAYMEVcmevS5SiYi6iiIvz3x/268UKvT09ZPIdsVIv0FfcAaEFAGpQ/3YNJMTfW1IycmXF7jTT5cCGVu07KhO+3qn3/zywrXRtWlfcBaEFAGqQugbMkC7hep8Buaiswxm58sfpG3QrnbqK+F3dm4o7IbQAQA2Lu7yki2jJjlRJzco1XQ5sIr+wWMZ8sl7Ss/OldcNA+cfgDi65gNz5EFoAoIa1bBAosZEhUljslLkbkk2XA5v4+1fbZcPBExJYy0svIOfn4xpXbq4MQgsAGBB3WWTZsv5qJghwPvM2JskHPx/Q+xOHd5amoQHijggtAGDAgI6NJMDHU/ann5TV+4+ZLgcWtv1Qpjw9d4veH3tdC7muTQNxV4QWADAgwNdLbu5csnopF1HEuWTkFMjoj9dLbkGxvhTEI9e1EHdmLLSkp6dLdHS0JCQklN33+eefS0xMjHh5eUnnzp1lx44dpsoDgGo3/HQX0cItKfrkBJypuNgp42b9IgeP5Uh4HT+ZFNdZPB3uNfDWEqFFBZaBAweWCyx79+6V++67T15++WVJTk6Wli1byv3332+iPACoEZ3Cg/UskLzCYvl8EwNyUd6/l8XL0p2p4uvlkCl3dpUQfx9xd0ZCS1xcnIwcObLcfapVRQWWYcOGSYMGDeShhx6SjRs3migPAGqEmq4ad3qF3E/XMCAX/2/ZrlR547vdev9vt7aX9k2CTZfkvqFl6tSpMnbs2HL3qZaXBx98sOz2rl27pEUL9+67A+D6bu3SRHy8HLIjJVO2JGeYLgcWoC6m+eiMX/Q1qu64IlJuP32hTRgKLWosy/nk5+fLa6+9JqNHjz7n5+Tl5UlmZma5DQDsRjX539i+od6fwYBct5dbUCSjPlovGacKpFNEiPxlUFvTJVmKJWcPPf/88xIQEHDeMS0TJkyQ4ODgsi0igiQKwN4XUVzwyyHJyS80XQ4MUd2Dz87bKttTMiU0wEfeuSNWX/YBFg4tS5culbffflumT58u3t7e5/y8p59+WjIyMsq2xETeoQCwpx4xoRIV6i/ZeYX6yr1wT9PXHJQ5G5JETRB6a0QXaRziZ7oky7FUaNm/f7+MGDFCh5a2bc/fJObr6ytBQUHlNgCw64DcYadbW+gick8bDx6XFxZs0/tP3NBarmweZrokS7JMaDl16pQejHvLLbfI4MGDJTs7W2+MpgfgDm6LDddrcKw/cFz2HMkyXQ5qUHp2noz5ZIMUFDnlhnYNZVSfGNMlWZZlQsuiRYtk+/btemZRYGBg2XbgQMm1FgDAldUPqiXXtq6v91kh130UFhXLw9M3SkpGrsTUC5BXb+/odldutk1oUa0oUVFRel+1sKjbv95KHwcAVzfi8pIuorkbkyWvsMh0OagBry7aJT/vOyr+Pp7y7p1dJbDWucdywkItLQDg7vq0qCcNg2rJsZP58t32VNPloJp9vSVF3l2+T++/elsnadEg0HRJlkdoAQCL8PJ0yO3dwvX+jLUHTZeDahSfmi2Pzd6k9x/oHa2v+o0LI7QAgIUMO7366co96XplVLgeNbVdXbn5ZH6RdI+pK0/e0Np0SbZBaAEAC4mo6y+9Tk93nb2OAbmuRo3VfOKzTbqlpUGQr7w1Ila3sKFiOFIAYDFxpwfkzlqXJEXFLPvgSv6zcr8s3HJYvD09ZPIdXaVeoK/pkmyF0AIAFtOvbQOp4+8thzNzZcXuNNPloIr8vPeovPzNTr3/l4FtpWvTOqZLsh1CCwBYjLrezJDYkgG5n65hQK4rSMk4JQ9/ukG3nA3p0kTu7N7UdEm2RGgBAAtfRHHJzlRJzco1XQ4uQX5hsV7xNj07X9o0CpK/D+7AAnIXidACABbUskGgxEaG6Hfmc9Ynmy4Hl+ClL7fLxoMnJKiWl0y5M1b8fLhy88UitACARcVdHqk/zlx7kOuw2dSc9Uny0aqSy9FMiusiTUMDTJdka4QWALCoAR0aSW1fL0k4miOr9x8zXQ4qaduhDHlm3ha9/8h1LeSa09eWwsUjtACARQX4esmgTo31/gwG5NpKRk6BXkAur7BYrm5VT4cWXDpCCwBYWNzpAbkLtx7WJ0JYX3GxUx6duVESj52SiLp+MnF4Z3E4GHhbFQgtAGBhHcODpXXDQD0DZf4vDMi1gzeX7pFlu9LE18sh79zRVUL8fUyX5DIILQBgYWpq7IjTA3LVmi0MyLW2ZTtTZdKSPXr/H4M7SPsmwaZLcimEFgCwuFs7NxEfL4fsPJwlW5IzTJeDczh4NEcembFRVK68s3ukDO1askAgqg6hBQAsLtjfW25q31Dvf7qGiyha0an8Ihn18XrJzC2UzhEh8ueBbU2X5JIILQBgA8MvK+kiWvBLspzMKzRdDs6guuyenb9FdqRkSmiAj7xzZ6y+FAOqHqEFAGyge0xdiQr1l5P5RfLVlhTT5eAMH68+KHM3JIuaIPTWyC7SKNjPdEkui9ACADYZkFva2jJzLV1EVrHh4HH56xfb9P5TN7aWK5uFmS7JpRFaAMAmhnZtIp4OD1l/4LjsPpJluhy3l5aVJ2M+3iAFRU65sX1DeaB3jOmSXB6hBQBson5gLbnu9FLwtLaYVVhULA9/ukEOZ+ZKs3oB8urtnbhycw0gtACAjcRdXrJC7twNSZJXWGS6HLf16re7ZNW+YxLg4ynv3tVVXyMK1Y/QAgA20qdFPWkYVEuO5xTI4u1HTJfjlhZuSZF3V+zT+6qFpXn9QNMluQ1CCwDYiJenQ4Z1K1m0jC6imhefmiWPz96k90f1iZGbOjQyXZJbIbQAgM3c3i1C1PCJlXvSJfFYjuly3EZ2XqGM+mi9nnaupqA/fn0r0yW5HUILANhMRF1/6dW8ZGrtrHW0ttTUAnKqhWVv2kndPffvkbG61Qs1iyMOADY0/LKSAbmz1yXpmSyoXlNX7pOvtx4Wb08PmXxnrITV9jVdklsitACADfVr20Dq+HvrKbcr9qSZLsel/bQ3XV7+eqfe/8ugdhIbWcd0SW6L0AIANqSubTM0tmRA7gwuolhtUjJOycPTN0qxU/TxvvOKklWJYQahBQBs3kW0ZGeqpGbmmi7H5ah1cB76eIMcPZkvbRsFyd8Ht2cBOcMILQBgUy0aBErXpnWkqNgpn21IMl2Oy3npy+3yS+IJCfbzlil3dpVa3ly52TRCCwC4QGuLWrNFzXBB1fhsfZJ8vOqgnlo+Ma6zRIb6my4JhBYAsLeBHRvpJeQPHM3Ry8rj0m1NzpBn523R+49c10KuaVVyvSeYR2gBABvz9/GSmzs31vsz1x40XY7tncjJl4c+WS95hcVyTat6MvbaFqZLwhkILQBgc3Gnu4gWbj2sT7q4OMXFTnl05i+SeOyURNb1l4nDu4jDwcBbKyG0AIDNdWgSLG0aBUl+YbHM35hsuhzbmrRkj3y/K018vRzyzp2xEuzvbbokWCW0pKenS3R0tCQkJFTofgDA2alpuKWtLTMYkHtRlu48okOL8o/BHaRd42DTJcEqoUUFk4EDB541sJztfgDA+d3auYluIdh5OEs2J2WYLsdWDhw9KY/O+EXv39W9qQztWrJoH6zHSGiJi4uTkSNHVvh+AMD5qa6Mmzo0KmttQcWcyi+S0R9vkMzcQukSGSJ/HtjWdEk4Dw+ngXbE/fv36y4g1aSp9qOios57f0VkZmZKcHCwZGRkSFBQUDVWDwDWtGrfUYl7b5UE+HjKFw/3Eh8vhi1eyOuLdsvcjckSVttHH7NGwX6mS3I7mZU4f3uJASqYVOb+s8nLy9PbmT80ALizK6LrSlSovyQczZFrX1tuuhzb8HR4yFsjYgksNmAktFSFCRMmyIsvvmi6DACwDNVKPa5fS3lu/lY9kwgX5u/jKU/e0Fp6NAs1XQqs2j1U9s3P0Q1Uke6hs7W0RERE0D0EAICNWL57qCr4+vrqDQAAuAdGaQEAAFsgtAAAAFsw2j10ruE0rOYIAAB+jZYWAABgC4QWAABgC4QWAABgC4QWAABgC4QWAABgC4QWAABgC4QWAABgC4QWAABgC4QWAABgC4QWAABgC7a9yvO5lv5Xl7gGAAD2UHrersglfFwmtGRlZemPERERpksBAAAXcR4PDg4+7+d4OF3k6oTFxcVy6NAhCQwMFA8PjypPgSoMJSYmSlBQUJU+t6vhWFUcx6riOFYVx7GqHI6X+WOlYogKLI0bNxaHw+EeLS3qBw0PD6/W76F+SbyoK4ZjVXEcq4rjWFUcx6pyOF5mj9WFWlhKMRAXAADYAqEFAADYAqGlAnx9feX555/XH3F+HKuK41hVHMeq4jhWlcPxstexcpmBuAAAwLXR0gIAAGyB0AIAAGyB0AIYcuLECVm9erUcP37cdCkAYAuElgpIT0+X6OhoSUhIMF2KpX3++ecSExMjXl5e0rlzZ9mxY4fpkixr9uzZEhUVJffff79eX0jdxoXdcMMNMm3aNNNlWNbYsWP14pqlW/PmzU2XZAtPPvmkDBo0yHQZljVt2rRyr6vSzcTfIqGlAoFl4MCBBJYL2Lt3r9x3333y8ssvS3JysrRs2VKfkPFbGRkZMmbMGFmxYoVs2bJF3n77bXn88cdNl2V5n3zyiXz77bemy7C0devWyVdffaVb79S2ceNG0yVZ3ubNm2Xy5MkyadIk06VY1siRI8teU2pTK+KGhYVJ7969a7wWl1kRt7rExcXpX5hqxse5qVYVFViGDRumbz/00EMyYMAA02VZdinsiRMnSseOHfXt2NhYOXr0qOmyLO3YsWMyfvx4adWqlelSLKuwsFC2bdsmffr0kdq1a5suxzaXf3nwwQdl3LhxupUYZ+fj46O3UirkDR48WJo1ayY1jZaWC5g6dapucsX5qdYo9cdfateuXdKiRQujNVmVunbHHXfcofcLCgrkjTfe0P8AcG4qsKhj1L17d9OlWJZqtVMnYdU16+fnp7vSDh48aLosS5syZYo+bqqrdsGCBZKfn2+6JMvLzc3VrVLPPPOMke9PaLkANZYFlaP+8F977TUZPXq06VIsbdOmTdKwYUP55ptv5M033zRdjmUtW7ZMlixZIq+88orpUixt+/btuiXqo48+0l0eamzZmW8kUF52drZeKE21sBw4cEC/eejVq5ecOnXKdGmWNn36dLniiit00DOB0IIqp/4RBAQEMKblAlT30KJFi3SLFMfq3O/qRo0aJe+8846+gjvOTbXeqTEtPXr00K8p1YS/ePFi3R2J35o7d66cPHlSh+IXX3xRHyt1pWEV+nD+1imTb0gZ04IqtXTpUj2wdNWqVeLt7W26HEtTo++7du0qH3zwge4bVlOgQ0JCTJdlKS+99JJcdtlljI+6CPXr19fdRSkpKVy9+CySkpJ0d6MaUKqolin1RiI+Pt50aZYVHx+vt379+hmrgZYWVJn9+/fLiBEjdGhp27at6XIsa/ny5eVmC6kBbirAOBz8OZ6tKVpNpVdhTm3qtpp5pTaUp15T6viU+vnnn/VrSo2hwm+ppQZ+3RWkuomaNGlirCarmzVrlh6/aPINKS0tqBLqj1+9mG+55RY9YFL1Fyuqm0idkPH/1HTw9957Tzfh33jjjfLcc89J//79eTd8FitXrtSzYko99thj+t3xvffea7QuK+rUqZN+LTVo0ECKiork4Ycflrvvvlv8/f1Nl2ZJqvVOHSPV3aH+d6nuIjXOjDWTzk2NvzP+t6cumIgLU4dq//79psuwrPnz5+tj9OuNY3Z2ixYtcrZt29YZGBjovO2225ypqammS7KFe+65x/n++++bLsOynnrqKWdwcLCzbt26zrFjxzqzs7NNl2RpP/zwg7N79+5OPz8/Z0xMjHPBggWmS7KsnJwcp4+Pj3PHjh1G6+AqzwAAwBboRAcAALZAaAEAALZAaAEAALZAaAEAALZAaAEAALZAaAEAALZAaAFgWeraTOqaQxkZGWWLW9WpU4fr6QBuitACwLLUSsGtW7eW//3vf/r2pEmT9CqmrB4MuCcWlwNgafPnz5fx48fLF198oZfwV9e4Cg0NNV0WAAMILQAsTf2LUlffVR/VtZpeffVV0yUBMITQAsDy3n//ffn9738vSUlJ0rhxY9PlADCEMS0ALO+nn37SLS2rVq0yXQoAg2hpAWBpiYmJ0qZNG3nqqadk3rx5sn79etMlATCElhYAlvbKK6/I4MGD5YknnpCUlBRZuHCh6ZIAGEJLCwDLOnLkiERHR+vuoc6dO8uECRPkyy+/lB9//NF0aQAMILQAsCzVuqK6g5YsWaJvHz9+XCIiImTBggVy7bXXmi4PQA0jtAAAAFtgTAsAALAFQgsAALAFQgsAALAFQgsAALAFQgsAALAFQgsAALAFQgsAALAFQgsAALAFQgsAALAFQgsAALAFQgsAABA7+D9j9taPR+TomgAAAABJRU5ErkJggg=="
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 12
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# 虚线图",
   "id": "c5c3669d235a24d7"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-26T01:12:06.144192Z",
     "start_time": "2025-02-26T01:12:06.027006Z"
    }
   },
   "cell_type": "code",
   "source": [
    "x = range(1,8) # x轴的位置\n",
    "y = [17, 17, 18, 15, 11, 11, 13]\n",
    "plt.xlabel('X') # 设置x轴标签\n",
    "plt.ylabel('Y') # 设置y轴标签\n",
    "plt.title('Dotted plot of Y changing with X') # 设置图表标题,注意这里不能使用中文\n",
    "# 传入x和y, 通过plot画折线图\n",
    "plt.plot(x, y, color='skyblue',alpha=1,linestyle='--',linewidth=2) # alpha表示透明度,linewidth表示线条宽度,linestyle表示线条样式(--为虚线)\n",
    "plt.show()"
   ],
   "id": "eb5b7575c2d29137",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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tAADAEQhaAACAIxC0AAAARyBoAQAAjkDQAgAAHIGgBQAAOAJBCwAAcATLgpbKykopKyuT8vLyxHW/+tWvTCvf7OxsOe+882Tbtm1WDQ8AANiM26qAZc6cOV0Clq1bt8qPf/xjeeGFF2TTpk1y3HHHyXXXXWfF8AAAgA1ZErTMmzdP5s+f3+W61atXy8yZM+Xkk0+WMWPGyNe//nXZsmWLFcMDAAA2ZEnQsnjxYlmwYEGX66ZOnSpvvPGGfPzxx1JXVyeLFi2SCy+80IrhAf0uHo9LeX1YNlSHzHkAgNhzl2etZTmUBi1f/OIX5aSTTkrc5v333z/izwiFQubUeWtrwAnqw1FZtqtJttSFzeWGlmw5oyTb6mEBgO3ZZvXQBx98IC+++KK89957UltbK1dffbVceumlR/wUunDhQikoKEictIAXcII9TZFEwKLe3d8swUjM0jEBgBO44hbmpl0ul2zfvl1KS0vlO9/5jrjdbrnvvvvM13RYxcXFZspoxowZSWVaNHDRqaX8/PwBfRxAb+hz+4/bGmRLfUfgclaJX2aPyLF0XABgBX3/1uRDMu/ftsm0xGIxOXDgQOJyQ0ODBAIBiUaj3d7e5/OZB9f5BNhNJBaXDTUdwXV7sH7JmFy5flKhuF2t1314sFmaWsi2AIDtalq6M2vWLLn22mvN6qGSkhLTs2XYsGEybdo0q4cGHJNdjS3y54pGqQpGxeMSmVToS3wtJ9NtTjOKs+RvlUHReGXV/oBcMCrX0jEDgJ3ZJmi56qqrZOPGjfLAAw/I3r175YQTTpDnnntOMjMzrR4a0CuhaExW7AmYYKTd67ubZHyBVzyuttRKm7OGZcvaqqBE4iKrK4Ny+lC/5Hs9FowaAOzP0poWq+bEgP7yaV1IllU0SUOnqZ7h2Rly8ehcKcnu/jPCm7ub5L0Dzeb89GKfXDImb8DGCwBOev+2TaYFcLLGlpi8tqtRPqntKK7NdIvMHp4jpwzJEvchGZbOzijxmyxLJB4Xv8dtCnW17gUA0BVBC/AZaICxtjokb+xuklC0I2k5Li9TLhqdK4W+o0/1+DPc8oXSPBnq90geU0MAcEQELcBn9GldOBGw+DNccsHIHJla5OtVtuS4Am8/jhAAUgNBC/AZaGBy0agcqWhokQmFXjl/ZI5kZ9imkwAApBSCFqAX9ja1SCgWl9K8jsyIrvb55tQiydUilj5affTRwaCZYhqew+o5AGhH0AIkIRyNy1t7m0wwkZPhlhumFkqWpyNI6auA5UBzRH6/pU4CkbhUNGbKvPEFffJzASAVkMcGjmJbfVge21QjHx4MilauNEZi8teDHT1Y+lJxlke8bW1yyxtapLyhYzUSAKQ7ghbgCAItMXmxvEGe2VovdeHWvisZLpHzRmTLzBJ/v9ynNp87Z3jHjs8r9wSOuGkoAKQbpoeAQ2iQsL4mJK/vapLmTsuYx+Rmmj2DipJYxvxZ6Mqj9/Y3S2UwKnsCEbOx4oSCji0AACBdEbQAndSHo/LnnY2yvaElcV2Wx2VWBZ04qHfLmI+VNqKbPTxblmxvSGRbxud7aTgHIO0RtACdaFiwuymSuDy50Gs2MeyrQttkTSjwmvb/ewMRORiMysbasMnAAEA6o6YF6EQ70mrNSl6mW64alyf/WJY/4AGLcrVlW9rpyqUYtS0A0hxBC9JWSywub+8NSDDSsbmhOmlwltwwpdDyOpLSvEwZnduaDK0JxWRddcjS8QCA1QhakJZ0KfFjG2vk7X0BeXNP4LAsh69TDxar6DjOHZ5jzusy6EiMTAuA9EZNC9JKcyQmy3c3mU0O262rDsrZw/y23KxwlK5YGp1rtghgewAA6Y6gBWmzjHlTbVhe29Vous22G5WTIRePybVlwNJu+uAsq4cAALZA0IK0WMa8rKLJ9Dtpp9MtnxuZLTOKs1hKDAAOQdCClLamKmiaxIU71YPocmLdmdnO2ZWeprc+PNAspw/1SxbTRQDSDEELUlo0Fk8ELDkZLrlwdK5MKnBmo7YtdWGzrYDuMq2P6NwRrUW6AJAuCFqQ0nT58oaakNmI8HMjchydnRji90hLW6+Wjw42y6lD/JJjQQ8ZALAKr3hIGRWNLfLuvsOXL88bXyCXjMlzdMCiCrweE4SplpjIqv1dHysApDpnv4oDIhKMxuTVikb53ad1snJvQHZ22jdIZbidNxV0JGeWZJudptXqyqDUhaNWDwkABgxBCxxtc21IfrWx1ryBt/u4quN8qtEtBU4d6jfndQPqQzNLAJDKCFrgSA0tUVmyrd7shNyocyUiouUdnx+ZI3PG5koqO2OoX3xt2aO1VSGpDpJtAZAeCFrguCZxH1cGTXZlc11H35Vx+Zlyw5QiOW2oX9wOXBnUG/4Mt5xe0pptibdtpggA6YDVQ3BUj5Il2+ulojGSuM6vy5hH5sqUImcuYz5Wpw7JMiuImiNx2VgblpmBiJRk8+cMILWRaYFjZHlc0rbi1zhhkE++OaVIpg7ypVXAonRDRy3KbT8uFOQCSAd8NINjaGCi+wQ9t61BLhiVI2X5XklnJw/Oklg8bpZB22FXagDobwQtsKVwNC4r9zbJxAKfjMnLTFw/OCtDbphSmHaZle7oUu6ZbdkWAEgHBC2wna11YXl1V6PUh2Oyrb5Fvj65sEuvFQIWAEhP5JRhG4GWmCwtb5Bnt9WbgKV9h+a9gY7CWxyZLv1+b3/ArLACgFREpgWW0zfZv1eH5I3dTdKsHdPajM3NNDUsRT7n7cY80P56sFmW726SSFzMPksTCnxWDwkA+hxBCyxVG4rKKxWNUt6p9b6uhjl/ZI6cmIargo5VXqbbBCxq5Z6AjM9PryXgANIDQQsss7EmJC/taEi82aophV65YFQuuxf30oQCrwzPzjBTaQeDUdlYEzZLwQEglfDOAMsM9XtMR1eVn+mWL47LlyvK8glYjoFmVc4d3rGS6K19TRKltgVAiiHTAssUZ2XI2cOypSkSk9nDs+k18hmNzcuUMbmZsrOxRWpCMfl7VUimD86yelgA0Gd4l8CAKG8IyzNb6yQS6/rp/6xh2XLhqFwClj7Ktmjw1+6dfYHDjjcAOJll7xSVlZVSVlYm5eXl5vITTzxhXnQPPen1cPZ+QVq38vst9abnyrv7AlYPKaWNys2U4/Jbm/HVt8RkdWXQ6iEBgLODFg1Y5syZkwhY1Pz586WmpiZxqqiokMGDB8usWbOsGCL6YBnzhpqQLN5YI+uqQ4nrdzdFTOt59J/Zw3MS51ftD5juwgCQCiypaZk3b54JUt5///3EdV6v15zaLVq0SObOnSvHHXecFUPEZ6Cb9y2raJSt9R3LmH1ul5w3MltmFGexFLef6W7PugpLd392i0uqQ1EZxg7QAFKAK25B+8zt27ebqSF989LzpaWlXb4eDAZl7NixJqg59GtHUl9fLwUFBVJXVyf5+fl93ql1bXVyafZDN6/b09RiCiOPxp/hlunFWYctCU5m9159QyrN6wj49Ff6/oHmpMY7udAnhZ2at9WEovJJbUdmpCeH7ntTXh+W8sYW+dvBoIQ71VJMLPDKhaNzJC+TJnEDpToYlU/rQnLyEL9kdtoCAQDspjfv35Z8/NKApSdPP/20nHHGGT0GLKFQyJw6P+j+0hiJyZt7kqvFOH6QTzo3cK1obEnqe4dkeQ4LWtZUBbs0XTuS04f6uwYtIkmPt8Sf0SVo0Te7ZL7X1U3Q8ml9WP56sCO4y81wm2BlUiH9QgbaoCyPnJHFZooAUostl2w8+uijcvPNN/d4m4ULF5rIrP00evToARsfjk6ngXQ3ZgIWAICjp4cSd97N9NCWLVvk9NNPl/3790tmZusqiGQzLRq49Mf0UDAak51JZDxUWb63SzpeMxeVwaNv+Of1uLpkS9SuxhYJRFo3DuyJ7s0zxN+RNNNf6ad14aTGOzIns0szN910T6e0kjHxkIDkQHPEtOXXvW+0BwvsQ38vu5ta5PhB9G0BYC+2nx7qyTPPPGNWFvUUsCifz2dOAyHL4z7sDbo3aXo9Hevy1WMNBo91vLmZx/5Yh/ozzAn2ohspfniw2Uzp6XOqwEttEQBnst300CuvvCLnnXee1cMAUoYm/rQuWlc+v7OXPjkAnMtWQUtzc7NZMXTWWWdZPRQgZZwx1C8+T+uUpfbMqUpiuhIA7MjSoEVrLzrXs/j9flOnMnnyZCuHBaSUrAy3CVyUFrC9TbYFgEPZKtMCoH+cOsQv2Rmt2RZtOrc/QLYFgPMQtABpQFenndmpr87KvU2WjgcAjgVBC5AmtFtzXtvydt1iQZdAA4CTELQAaSLD7ZKzh3VkW1Yk2TUZAOyCoAVIIycW+6TI1/pnXx+Omn21AMAp6AQGpBGPyyXnj8wxnY+nDcoSD5spAnAQghYgzUwoYD8oAM7E9BAAAHAEghYgzVU2R6SikZVEAOyP6SEgTUVicXmlolHWV4ek0OeWG6YUmZoXALArMi1AGi+Brg/HTGv/mlBM/l4VsnpIANAjghYgjZ07oqNvy9v7Aib7AgB2RdACpLGROZlyXH6mOd/QEpPVlUGrhwQAR0TQAqS52cNzEudX7Q9IOEq2BYA9EbQAaa4kO0OmFHrN+UAkLh8dbLZ6SADQLYIWADJreI60rxt6/0CzNEdo7w/AfghaAMigLI/Zl0iFonETuACA3RC0ADB0B2hPW7plR0OLxOPUtgCwF5rLATAKvB6ZNTxb8jLdMqXIJy4azQGwGYIWAAkzSzr6tgCA3TA9BAAAHIGgBcAR7QtEpDYUtXoYAGAwPQTgMI0tMXltV6N8Uhs2PVyuKMu3ekgAQKYFwOG8bpdUNLaY8xtrw7I/ELF6SABA0ALgcF6PS87sVJS7cm+TpeMBAEXQAqBbJw3OMsuf1db6Ftnd1Jp5AQCrELQA6FaG2yXnDOvItqzYE6DhHABLEbQAOKITin1S5Gt9mdjZ2GI65QKAVQhaAByRx+WSWcNyEpdX7CXbAsA6BC0AejSlyCtDsjzm/N5ARD6tC1s9JABpiqAFQI90D6LZIzpqWzYTtACwCM3lABzV+HyvnDDIJxMLvDKhwGv1cACkKYIWAEllW+aMzbN6GADSHNNDAADAEQhaABwTbfPfEmMlEYCBw/QQgF6pbI7I67ubZHtDi5w/MkdOH+q3ekgA0gSZFgC9EhMxAYtatT8goaheAwApHLRUVlZKWVmZlJeXH/a1O+64Qy6//HJLxgWgZ0P9GTKlsHUFUXMkLh8dDFo9JABpIsOqgGXOnDndBixr166VRYsWyZo1a6wYGoAkzBqeI5tqw6IVLR/sb5aTB2eJP4PELYD+ZcmrzLx582T+/PmHXR+LxeTGG2+U73znOzJu3DgrhgYgCYOyPDKt2GfOh2Jxef9As9VDApAGLAlaFi9eLAsWLDjs+kcffVTWrVsnpaWlsnTpUgmH6bwJ2NVZw7LF42o9/9GBZmlsobYFQAoGLVrLcqjGxka5++67TYZlx44dcv/998s555wjzc3df4ILhUJSX1/f5QRg4BR4PXLS4CxzPhJvLcoFgP5km0noJUuWSFNTkyxfvlzuueceee2116ShoUGeeuqpbm+/cOFCKSgoSJxGjx494GMG0t2ZJdmS2fYqsroyKHXhqNVDApDCbBO07Nq1S2bOnCmDBw82lzMyMmTatGmyZcuWbm9/1113SV1dXeJUUVExwCMGkJPpllOHtPZp0T5zG2tCVg8JQAqzTXO5UaNGHTYVpNNEZ511Vre39/l85gTAWmcM9cu+QMT8PzYv0+rhAEhhtsm0XHbZZbJhwwZTjKtZl4ceesgse77yyiutHhqAHmRluOUr4wukNN9rNlYEgJQPWoqLi+Xll1+WJ598UiZOnCgPPvigPPPMM9SqAAAA66eH4vGum62dffbZsmrVKsvGA6Bv/q73BiIyIoepIgApWtMCwPl2NbbI8j1NsrspIl+bUCCjcglcAKTg9BAA56sKRU3AolbsbTosmwoAnwVBC4A+c+IgnxT5Wl9WKhojUt62GzQA9AWCFgB9xu1ymc0U263YGyDbAqDPELQA6FNTCr0yJMtjzmv/lk/r2EMMQN8gaAHQp7RXy7kjOrItK/cGJEa2BUAfIGgB0OeOy8+UEdmtixMrg1HZQHt/AH2AoAVAP2VbshOX394bkCjZFgCfEUELgH4xNs8rY9v6tNSGY7K9npVEAD4bmssB6DeabVmxJyCzR2TLSDrkAviMCFoA9Btt5X/1hAKrhwEgRTA9BAAAHIGgBcCA0UZzVcHWNv8A0FtMDwEYEFvrwmY/orpQTG4+vkj8GXxmAtA7vGoAGBCb60JyoDkqoVhc3t/fbPVwADgQQQuAAXH2sGzxuFrPf3SwWRpbYlYPCYDDELQAGBD5Xo+cNDjLnI/ERd7dF7B6SAAchqAFwIA5syRbMttedT6uCkptKGr1kAA4CEELgAGTk+mW04b4zflYXOQdsi0AeoGgBcCAOn2oX3xtxS1/rw6xBBpA0ghaAAyorAy3zBzamm3RLRTf2ku2BUByCFoADLhThvglO6M12/JJbZjaFgBJobkcgAHn9bjkrGHZUt7QIrOHZ0uhz2P1kAA4AEELAEucMjhLTm0rygWAZDA9BMASLldbpzkASBJBCwBbiMXjUh+mtgXAkTE9BMDynZ831YbNKiKtdbl2YgFZGADdItMCwHKr9gekOhSVfYGIbK4LWz0cADZF0ALAUppVmT08J3FZMy46VQQAhyJoAWC54/IzZWRO62x1ZTAqG2pCVg8JgA0RtACwSbYlO3H57b0BiZJtAXAIghYAtjA2zyuleZnmfG04JmurglYPCYDNELQAsI3O2ZZ39jVLi24FDQBtCFoA2MaInEyZUOA15xtbYrK6kmwLgA4ELQBsZVanbMv7+6ltAdCB5nIAbGWoP0OOL/JJvC2A8dBoDkAbghYAtnPZ2FxxE6wAsMv0UGVlpZSVlUl5eXniugULFpilj+2n8ePHWzU8ABYiYAFgm0yLBixz5szpErCojz76SF566SU566yzzGWPx2PF8ADYTCQWl0g8LlkeyvCAdGbJK8C8efNk/vz5Xa6LRCKyfv16mT17thQWFppTXl6eFcMDYBPazn9NVVB+uaFGVu4JWD0cAOkYtCxevNhMBXW2bt06icViMmPGDPH7/XLxxRfLzp07rRgeAJsIRuLyl12NUt8Sk4+rglIbilo9JADpFrRoLcuhNmzYIJMmTZKnnnpK1q5dKxkZGXLjjTce8WeEQiGpr6/vcgKQWrIz3XLaEL85r33m3tvfbPWQAFjIFY9b1wRBi223b98upaWlh31Nsywa3NTU1Eh+fv5hX//Rj34k99xzz2HX19XVdXt7AM4UjMRk0foaCcfi4nW75F9OGCReD4W6QKrQpENBQUFS79+2rWobOnSomS7au3dvt1+/6667zANsP1VUVAz4GAH0v6wMt0wt8pnzGrhsrGUHaCBd2SZouf322+Xpp59OXF61apW43W4ZPXp0t7f3+XwmIut8ApCaphe3Bi1qDa39gbRlm+Zy06dPlx/84AdSUlIi0WhUvv3tb8s111wj2dkdLb0BpKdh2RkyJMsjB4NR2ROIyMHmiAzx2+blC8AAsc1f/de+9jWz5Pmqq64y/Vn08k9/+lOrhwXABrT+bfrgLPnLriZzWZdBXzAq1+phAUinQlyrCnkAOLMg9xd/r5ZoXCTL01qQm+GmIBdwupQoxAWAQwtyJxf6JNMtMqHAK2GNXgCkFdtMDwHA0Zw7IlsuHJ1DO38gTRG0AHCMfC/7kQHpjI8rAADAEQhaADhSKBqTtVVBs6kigPTA9BAAx/nbwWZZvqdJWmIi/gyXTCjoaD4HIHWRaQHgyNoWDVjUmira+gPpgqAFgOOMy8+UPF37LCJb68LS0BK1ekgABgBBCwDHcbtccuKg1ikhrWhZR7YFSAsELQAcaVpxVuK8FuSmSHNvAD0gaAHgSIU+j5TmZZrzteGY7GhssXpIAPoZQQsAx5reJdvCFBGQ6ghaADiW7kHk97RumvhJbUiaI21LigCkJIIWAI6luzyf0FaQq/sn/r2abAuQyghaADh+iqjI55Zzh2fLlCKazAGpjI64ABxtsD9DbpxSJC5X6zQRgDTPtKxcubL/RwIAx4iABUgPSQUtV155pZx55pny/PPP9/+IAAAAjjVoqaiokGuuuUbuuusumTx5sjz22GPS0kJPBAD2UhWMyPLdTbKxhoJcIBW54r1sI/nMM8/IN77xDdN90uv1dvladXW1WKW+vl4KCgqkrq5O8vPzLRsHAGtUBiPyq4215vyI7Ay5ZlKh1UMC0Mfv30kX4mq25aGHHjJZllmzZsnNN99s7gQA7KDY55Ghfo8caI7KnkBEDjZHZIiftQZAKknqL/pLX/qSvPzyy3LVVVfJihUr5MQTT+z/kQFAL4txdfnza7uazOU1VUG5YFSu1cMCMNBBy8iRI2Xjxo0yZsyYvrxvAOhTxxf55I3dTYlGc+eNyDEN6ACkUSHuAw88QMACwPayMtwyubC1wVwwGpfNdWGrhwSgD9ERF0DKbqK4pjJo6VgA9C2CFgApZXRuhmnrr3Y0tkhtKGr1kAD0EYIWAClZkNtOC3IBpAaCFgAp54RBWdJefru1Pmz6SgFwPpoYAEg5uZluOWd4thRneWRCvpe9iYAUQdACICWdPSzb6iEA6GNMDwEAAEcgaAGQFqIx6loAp2N6CEBK21oXlo+rglIVjMo3pxRS3wI4GJkWACnto4PN8mldWKpDUdO3BYBzEbQASGl0yAVSB0ELgJQ2vsAr/ozWKSHdi6g5ErN6SACOEUELgJSmuzyfUNS6iWL77s8AnMmyoKWyslLKysqkvLy8269ffPHF8sQTTwz4uACknumDO6aI1lYF6ZALOJTbqoBlzpw5RwxYfve738mrr7464OMCkJoGZ2XIqJzWxZIHg1HZG4hYPSQATgla5s2bJ/Pnz+/2a9XV1XLrrbfKpEmTBnxcAFLXtE4FuboEGoDzWBK0LF68WBYsWNDt1zRgmTt3rsycOXPAxwUgdU0u9InX3VqQu7EmJKEoBbmA01gStGgtS3eWL18ur7/+utx7771H/RmhUEjq6+u7nADgSLwel0xtK8jV6aLGFoIWwGls0xE3GAzKTTfdJI888ojk5eUd9fYLFy6Ue+65Z0DGBiA1zCzxy8lDsmSo3zYvfQCcuOT5Jz/5iZx22mly2WWXJXX7u+66S+rq6hKnioqKfh8jAGcr9HkIWAAHs81f79NPPy0HDx6UwsJCczkQCMgzzzwjH3zwgSxatOiw2/t8PnMCAADpwTZBy1tvvSWRSMcyxNtuu80U41533XWWjgtAatJeLbubIjIsO8M0oANgf7YJWkaNGtXlcm5urgwePNicAKAvbasPyxu7m6QyGJUvjM2TqYPI2gJOYGnQ0lNXSrrhAugvGS6XCVjUmqogQQvgELYpxAWAgTI6N0OKfK0vfzsaW6Qm1BrAALA3ghYAacflcsn04q77EQGwP4IWAGnphEFZiRdADVpibKII2B5BC4C0lJvplvEFXnO+KRKXrfVhq4cE4CgIWgCkrc5TRGsqQ5aOBcDREbQASFtl+ZmSl9n6MqiZloYwBbmAnRG0AEhbbpdLTixuXe6sFS3rqsm2AHZG0AIgrU0blCWabDm+yCdj8zKtHg4AJ3TEBQCrNlH89gnF4vXQyh+wOzItANIeAQvgDAQtAADAEQhaAKBNOBo3jeY21VKQC9gRNS0AICKBlpj874YaCcXiMjjLI5MKvKbdPwD7INMCACKSnemWIX6POa87QO8JRKweEoBDELQAQJtpnTvksokiYDsELQDQZnKhT7zu1imhjTUhCUVjVg8JQCcELQDQaenz1KLWDrktMZFNNWyiCNgJQQsAdDJjcMcU0cdMEQG2QtACAJ2U+D0ytK0gd28gIgeaKcgF7IKgBQA60WXO0ynIBWyJoAUADqGbJ2a0tWjZUBOSWFz3gAZgNZrLAcAhsjLccsoQv2S6XTKt2CdumswBtkDQAgDd+NzIHKuHAOAQTA8BAABHIGgBAACOQNACAD2oCUVlxZ4meWJTLQW5gMWoaQGAHizf3SSb61o7426pC8vEwtaOuQAGHpkWAOgBPVsA+yBoAYAelOVnSn5m60vltvoWaQhHrR4SkLYIWgCgB9qj5cTi1ikhrWhZVx2yekhA2iJoAYCjmHbIFFGcglzAEgQtAHAUBV6PlOVlmvN14ZjsaGixekhAWiJoAYAkUJALWI+gBQCSMKHAK9ltuyjqEuhAJGb1kIC0Q9ACAEnwuF1ywqDWbItupHiwOWL1kIC0Q3M5AEjSSYOzZFh2hkws8EqGm52fAUn3TEttba28//77UlNTY/VQAKCLIp9Hphb5CFiAdAtaKisrpaysTMrLyxPXPfvss1JaWio33HCDjBo1ylwGAACwLGjRgGXOnDldApa6ujr51re+JStXrpR169bJww8/LLfffju/JQC2FWiJSThKzxYgpYOWefPmyfz587tcV19fLw888IBMmzbNXD755JOlqqrKiuEBQI+0CPf57fXyP+urZUMNHXKBlA5aFi9eLAsWLOhy3ejRo+WrX/2qOd/S0iL333+/zJ0714rhAUCPNLmyqTYssTg9W4CUXz2ktSxHsmbNGjn//PPF6/XKxo0bj3i7UChkTp0zNQAwEHQFUYnfI/ubo7I3EJEDzREZ6mcxJlJTPB6Xl3Y2yvFFPinL91o6FtutHtLpoWXLlsmECRNMQe6RLFy4UAoKChInzdQAwEChQy7Sxbv7m+Xv1SH5/7bWy4cHmi0di+2CFpfLJaeccoo8+eSTsmTJErMEujt33XWXKd5tP1VUVAz4WAGkL7P0uW3ls76gt+hcEZBittWH5a29gcTlwVkeS8djm6BlxYoVXVYL6fSQBjBud/dD9Pl8kp+f3+UEAAMlK8Mtk4t85nwoGpfNtRTkIrXUhqKytLwhcXn28Gymh9pNnDhRfvnLX5qTZk2+973vyUUXXUQwAsAhU0QELUgdLbG4PLe9XoJtS/p1760zS/xWD8s+Qcvw4cPlD3/4gzz44INy/PHHSyAQkN/85jdWDwsAjmhUToYM8rWmy3c2tkh1MGr1kIA+KbxdVtFoCs1Vkc8tl43NNbMfVsuw+sB0duGFF8r69estGw8A9Ia+iE8v9snyPa1z/murg3LeiByrhwV8JuuqQ+akMt0iV5blS5bHHjkOe4wCABxKd37WF9Khfo/lRYpAXxiX7zVZRHXJ6DwZYqPl/PYZCQA4UE6mW26cWiSFbdNEgNPlZrrl6gkFsrUuLBMLW4vN7YJMCwB8RgQsSDUel8t2AYsiaAEAIM2tqwpKcyQmdkfQAgB9uLhgb1OLSasDTvFJbci06X/ik1rZF4iInVHTAgB9IBKLy28218qB5qgUeN1yc36RLZaIAj2pCkbkpR2N5nxdOCa7GlvM3lp2RaYFAPpAhtslORnuxIt/eUOL1UMCehSKxmTJ9gYJt21BoVtTnDKko2GiHRG0AEAfYRNFOGkq8887G6WqrSHikCyPXDzaHg3kekLQAgB9RFudZ7ftori5LiwBBxQ2Ij19eDAom2pba698bpfMLcsXr8feAYsiaAGAPuJxu0yzOaUZd939GbCbHQ1hWb67KXF5TmmuDHJIY0SCFgDoQ9rWv/MU0aHblQBWaghH5YXyBml/Vp5V4pcJBfbrx3IkBC0A0IeKszISLdC1XmB3k72XkCK9rKsOSSDSGrKU5WXKOcOzxUkIWgCgj1GQC7s6s8QvF4zKMTs3f6E0T9w2L7w9FEELAPSxSYU+U9yoNtWGzNJSwA5cLpecOsQv35hcJP62JfpOYt8OMgDgULoK48RinzS2xGRGcZZ42wIYwArxePywpczaV8iJCFoAoB98fmSO7XteIPUFIzH5/dZ6mTUsW44r8IrTOS83BAAOQMACO2RYXtzRYPYTenZbfUrUVxG0AACQgt7Z1yxb61u3k/B7XFKalylOR9ACAP28keL66qD8YWu9tLTt8QL0t611YXl7X8Cc15zfFaV5UuB1RgO5nlDTAgD96C+7muTjtrT85tqQHN/WMRfoL7WhqJkWajd7eLaU5ju/nkWRaQGAfnT8oM4dcmnrj/7VEovLku31EozGE/thzSzxS6ogaAGAfqTdcQf5WtPyOxtbpLptV12gPwpvX61olAPNrc8xbSB32Vj779zcGwQtANCP9A2j835Ea6udv4ID9vRxVTCxSWemW+TKsnzJ8qTW23xqPRoAsCHd+bn9xXZdVVCibKKIfpCb6RafpzWrcsmYPBniT72yVYIWAOhnOZlumVDYWgjZFImblR1AX5tQ4JPrJhXK+SNzZGqRc3Zu7g2CFgAYAGyiiIFQ5PPI6UNTp/D2UAQtADAAtLFXvhYaiMi2+hapD1OQi89uV2OLKcBNFwQtADAA3C6XTGvLtsTbVhIBn8Wm2pD89tM6+dOOxrRpXJh6VToAYFO683MsHjfBS2HbMmjgWFQFI/LyjkZzfn1NyGTyTuw0BZmqCFoAYIBoG/XZI3KsHgYcLhSNyZJtDRJuy65o0e0JnZoYpjKmhwAAcIh4PC4v72yUqlBrTdSQLI9cPDq1Gsj1hKAFACyiU0W6oSKQrA8ONMsnta1L5rUny5Xj8sXb1pslHTA9BAADrKklJn+rbJZ1VSE5dag/pZeoou/saAjLm3tad25Wc8bmmiXO6YRMCwAMsGA0Ju/sa5b6lpjp2ZJOS1ZxbHSJ/AvlDWblmTqrxG+ayaUbghYAGGDFWRlmI0VVFYzK7qaI1UOCzS3f3SSBSGvIUpaXKecMz5Z0RNACABagQy5646LRuSZYyfe65QuleabvTzoiaAEAC0wu8iU2t9MmYbqMFTgSf4ZbvnRcvnxtQoE5n64se+SVlZVSVlYm5eXlieteeOEFGTdunGRkZMiMGTNk48aNVg0PAPpVptslx7dtatcSE9lQE7J6SLA5t8sl+d70Kry1RdCiAcucOXO6BCxbt26V66+/Xn72s5/J7t27ZeLEiXLDDTdYMTwAGBDtbf3VmiqCFnQIRmLyYnmDWWkGi4OWefPmyfz587tcp1kVDVi+/OUvS0lJidxyyy2yevVqK4YHAANiWHaGlPhbPznvC0Rkf4CCXLQ2kHtxR4Npz//4J7XmuQEL+7QsXrzYTA3967/+a+I6zbx09sknn8iECRMsGB0ADGxB7rJdTYmC3Iuyc60eEiymy+G31rduqBmNxcWfkZ5Ft7bJtGjA0pNwOCz33Xef3HzzzUe8TSgUkvr6+i4nAHCaqYN8ou9JWpTbXpiL9LW1Lixv72ttIKfPhitK88yeVbBxR9y7775bcnJyeqxpWbhwodxzzz0DOi4A6GtZHrfMG18gJdkZpjgX6as2FJWlOxoSl2cPz5bSfK+lY7Ib262beuONN+Thhx+Wp59+WjIzM494u7vuukvq6uoSp4qKigEdJwD0lVG5mQQsaa4lFpcl2+slFG1tIDehwCszS9jewdaZlu3bt8vVV19tgpapU6f2eFufz2dOAAA4vfD21YpGOdDcunPzIJ9HLhubPjs394ZtMi3Nzc2mGPeKK66QuXPnSmNjozmxJweAdNIcicmuxtYiTKSH1ZVB+Xt165L3TLfI3LI8M22Iw9nmqCxbtkw2bNhgVhbl5eUlTjt27LB6aADQ7/QD2p92NMj//L3aTBNE+cCWNqpCrRkWdemYPBnit9UkiK1YemQ6Z1E0w0JWBUC60qkArWvQkgbdGG9LXVgmFTIFng4uHJUrJf4MqQ5FZUpbl2TYPNMCAOmu8yaKa9lEMe26I583IsfqYdgeQQsA2ESp7uKrRQ0isq2+RerDHdMGSC0B2vMfE4IWALDRhnjt+xHpZPla9iNKSZtqQvLohhrzP3qHoAUAbOTEYl+XKaIYtX4ppTIYkZd3Nko4FpfnyxtYKdZLBC0AYCPasn1cXmtjzfqWmOxo4E0tVYSiMVmyrcEELOr4Ip+MzGGlUG8QtACAzUwf3FGQq5sowvl0daxmWHSFkBqS5ZGLx9BArrcIWgDAZsbneyW7bWffzXVhijZTwAcHmuWT2rA5rxtjXjkun60bjgF5KQCwGY/bJScOypJt9WFTmEtzVGfb0RCWN/e07tysLh+bJ0U+dm4+FgQtAGBDs4Zny3kjspk+cDhdtv5CeYNZDabOHuaX8QXs3HysCFoAwIYymDpIiTqWpeUNpsOx0gLrs4dlWz0sRyPpCABAP9As2TnDs8Wf4ZICr1suL80zvXhw7Mi0AIDN7Q9EZG11UGYPzxYfBS6OUprnlesnFUowGhd/Br+7z4qgBQBsbNW+gKzY21rEOTjLIycN9ls9JPRSvtcj+VYPIkUQ9gGAjZXldxRtrqGtv+01R2Lyt4PNpp4FfY+gBQBsbFh2hgzztybF9wUiZqoI9qSByovlDbJsV5M8t73BdMBF3yJoAQCbmz64Yz8iOuTa19v7ArKtbduFiqYWCUXJtvQ1ghYAsLkpRT5pa5Ar62tC0tK2dw3sY0tdWN7Z12zO66/qitI8U8uCvkXQAgA2l+Vxy+Si1myLfnr/pJbaFjupCUXlxR0Nicvnjsg2q4bQ9whaAMABpheziaIdadZrybb6xFTQxAKvnDGUFV79haAFABxgVE6GFLftV1PRGJHqYOtuwbC28PaVnY1ysO13McjnkcvGsnNzfyJoAQAH0DfCacUdBbkbapgistrfKoOmxkhlukWuLMuj+V8/o7kcADiE7vy8JxCRaYOypCw/0+rhpLVoPC4fV3ZM0102Jk8Gty1NR//hCAOAQ2RnumVuGb1V7cDjcsnXJhbISzsapdDnSRRKo38RtAAAcAx0KmhuWZ6wAH3gMPkGAA5Gu/iBFTvkeGutETs3DxyCFgBwmGgsLptqQvL7LXXy7v7WhmbofxtrQvLbzXVSH2blllUIWgDAYZoiMXm+vEHKG1pkTWXwsE//6HuVzRF5eWeDKYR+/JNaAheLELQAgMNoe/hxbauH6ltisqNtvxv0D934cMn2Bmlp2/9wXJ5X8nSNMwYcRx0AHIgOuQNXM6QrhKpDrZmVIVkeuXgMDeSsQtACAA40vsAr2W27KG6uC0ugPQ2APvX+gWZzfJXP45Irx+VLppuAxSoELQDg0D4h2mxO6abP66rJtvS18oawrNgTSFy+fGyeFLVtpQBrELQAQApMEa2tCrH8uQ9poe0L5Q2JHixnD/Ob7BasRdACAA41KMsjo3Nbe4RWhaKyuyli9ZBSQiQWl+e2N0hzpDVk0aLnc4ZlWz0sELQAgLNRkNv3tGRldG7r6qwCr9tMC1F4aw+08QcAB5tU6JPXdjVJKBqXQCRmpoh4g/1stMPt+SNzZER2htlXyJ/B53u7IGgBAAfTlSyXjcmVwVkZZroIfYdNEO2HoAUAHG5iIW+un1VzJCZ14ZgMy+Zt0c4sy3lVVlZKWVmZlJeXJ3U9AAD9QbdBWFreIL/dXCtrqQuyNUuCFg1M5syZ023A0t31AIDkaE1LdZB9cXrj7X0B2d7QIrpY6M09TRKM0KjPriwJWubNmyfz589P+noAwNF9cKBZHt1QI09urpUW7TiHo9pSF5Z397XulK3ly1eU5kkWhbe25Ypb0I1o+/btZgpIK9z1fGlpaY/XJ6O+vl4KCgqkrq5O8vPz+3H0AGBPL+1okHXVIXN+2iBft4W5uZluOaGtk267dVVBs3P00YzKyZRRbUuB2/uZfHSw9Q3/aI4f5JO8zI7xVAYjJmBIpvPvaUP9Xa7bWheWg8Gj96QZ5PMcVu/z14PNiYBO3/3eO9BsVl6pz43IljNK6Mcy0Hrz/m1JxZEGJr25vjuhUMicOj9oAEj3ni3tQcvatv8PNTIn47Cg5W+VQdkbOHoQoA3WDg1a3uzU5r4nY3IzuwQtB5qjSX2v7vdzaNCyqTaUeJw9mVLoPSxoWbWvWRq7CdAmFXrl9EPuB/bj2BzYwoULTWTWfho9erTVQwIAS2lAoif0zuAsj1zKzs2OYMn0UOLOjzANlMz0UHeZFg1cmB4CkM7C0bhUNLZI9Agv7VqvoVmPznY0hBNTJD0pzvJIcVZHUBSNxWVr/dGneJTeZ+daEd3bZ18S2R1t9Hbonj/6ffr9R5OX6ZbhOV0f67b6sMkQdf75uhWCz+PYz/COZ/vpob7g8/nMCQDQwetxyXG93NhvbN6xbQTocbuOuUdMvtdjTsdCe6kcaz+VcflseuhkhJYAAMARCFoAAIAjWDo9dKRyGgvLbAAAgE2RaQEAAI5A0AIAAByBoAUAADgCQQsAAHAEghYAAOAIBC0AAMARCFoAAIAjELQAAABHIGgBAACOQNACAAAcwbG7PB+p9b9ucQ0AAJyh/X07mS18UiZoaWhoMP+PHj3a6qEAAIBjeB8vKCjo8TaueIrsThiLxWTPnj2Sl5cnLperz6NADYYqKiokPz+/T392quFYJY9jlTyOVfI4Vr3D8bL+WGkYogHLiBEjxO12p0emRR/oqFGj+vU+9JfEkzo5HKvkcaySx7FKHseqdzhe1h6ro2VY2lGICwAAHIGgBQAAOAJBSxJ8Pp/cfffd5n/0jGOVPI5V8jhWyeNY9Q7Hy1nHKmUKcQEAQGoj0wIAAByBoAUAADgCQQtgkdraWnn//felpqbG6qEAgCMQtCShsrJSysrKpLy83Oqh2NoLL7wg48aNk4yMDJkxY4Zs3LjR6iHZ1rPPPiulpaVyww03mP5CehlHd/HFF8sTTzxh9TBsa8GCBaa5Zvtp/PjxVg/JEe644w65/PLLrR6GbT3xxBNdnlftJyv+FglakghY5syZQ8ByFFu3bpXrr79efvazn8nu3btl4sSJ5g0Zh6urq5NvfetbsnLlSlm3bp08/PDDcvvtt1s9LNv73e9+J6+++qrVw7C1jz76SF566SWTvdPT6tWrrR6S7a1du1YWLVokDz74oNVDsa358+cnnlN60o64gwcPllmzZg34WFKmI25/mTdvnvmFaRofR6ZZFQ1YvvzlL5vLt9xyi1x22WVWD8u2rbAfeOABmTZtmrl88sknS1VVldXDsrXq6mq59dZbZdKkSVYPxbYikYisX79eZs+eLbm5uVYPxzHbv9x4443yne98x2SJ0T2v12tO7TTImzt3rhx33HEy0Mi0HMXixYtNyhU902yU/vG3++STT2TChAmWjsmudO+Or371q+Z8S0uL3H///eYFAEemAYseo5kzZ1o9FNvSrJ2+CevUrN/vN1NpO3futHpYtvboo4+a46ZTtUuXLpVwOGz1kGwvGAyarNT3vvc9S+6foOUotJYFvaN/+Pfdd5/cfPPNVg/F1tasWSPDhg2TV155RR566CGrh2Nby5cvl9dff13uvfdeq4diaxs2bDCZqKeeespMeWhtWecPEuiqsbHRNErTDMuOHTvMh4dzzjlHmpubrR6arT399NNyxhlnmEDPCgQt6HP6QpCTk0NNy1Ho9NCyZctMRopjdeRPdTfddJM88sgjZgd3HJlm77Sm5cwzzzTPKU3hv/baa2Y6EodbsmSJNDU1maD4nnvuMcdKdxrWoA89Z6es/EBKTQv61BtvvGEKS9977z3JzMy0eji2ptX3p5xyijz55JNmbliXQBcWFlo9LFv5yU9+Iqeddhr1Ucdg6NChZrpo79697F7cjV27dpnpRi0oVZqZ0g8SW7ZssXpotrVlyxZzuvDCCy0bA5kW9Jnt27fL1VdfbYKWqVOnWj0c21qxYkWX1UJa4KYBjNvNn2N3qWhdSq/BnJ70sq680hO60ueUHp92q1atMs8praHC4bTVwKFTQTpNNHLkSMvGZHfPPPOMqV+08gMpmRb0Cf3j1yfzFVdcYQomdb5Y6TSRviGjgy4H/+Uvf2lS+Jdccon84Ac/kIsuuohPw9146623zKqYdrfddpv5dHzddddZOi47mj59unkulZSUSDQalW9/+9tyzTXXSHZ2ttVDsyXN3ukx0ukOfe3S6SKtM6Nn0pFp/Z3lf3u6YSKOTg/V9u3brR6GbT3//PPmGB164ph1b9myZfGpU6fG8/Ly4l/84hfjBw4csHpIjnDttdfGH3/8cauHYVt33nlnvKCgID5o0KD4ggUL4o2NjVYPydbefvvt+MyZM+N+vz8+bty4+NKlS60ekm0FAoG41+uNb9y40dJxsMszAABwBCbRAQCAIxC0AAAARyBoAQAAjkDQAgAAHIGgBQAAOAJBCwAAcASCFgC2pXsz6Z5DdXV1ieZWRUVF7KcDpCmCFgC2pZ2CJ0+eLL/+9a/N5QcffNB0MaV7MJCeaC4HwNaef/55ufXWW+XFF180Lfx1j6vi4mKrhwXAAgQtAGxNX6J09139X/dq+vnPf271kABYhKAFgO09/vjj8o1vfEN27dolI0aMsHo4ACxCTQsA23v33XdNpuW9996zeigALESmBYCtVVRUyJQpU+TOO++U5557Tv76179aPSQAFiHTAsDW7r33Xpk7d65897vflb1798rLL79s9ZAAWIRMCwDb2r9/v5SVlZnpoRkzZsjChQvlT3/6k7zzzjtWDw2ABQhaANiWZld0Ouj11183l2tqamT06NGydOlSOf/8860eHoABRtACAAAcgZoWAADgCAQtAADAEQhaAACAIxC0AAAARyBoAQAAjkDQAgAAHIGgBQAAOAJBCwAAcASCFgAA4AgELQAAwBEIWgAAgDjB/w+4loK0RmNxCAAAAABJRU5ErkJggg=="
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 13
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# 点线图",
   "id": "9670c8a5c69bbc5c"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-26T01:12:08.532333Z",
     "start_time": "2025-02-26T01:12:08.444578Z"
    }
   },
   "cell_type": "code",
   "source": [
    "x = range(1,8) # x轴的位置\n",
    "y = [17, 17, 18, 15, 11, 11, 13]\n",
    "# 传入x和y, 通过plot画折线图\n",
    "# marker表示点的形状,o为圆点,默认是实心圆,可以用其他字符表示其他形状，比如'*'为星号，'^'为上三角，'v'为下三角，'D'为菱形，'x'为叉，'+'为加号\n",
    "P1=plt.plot(x, y, marker='+')\n",
    "P2=plt.plot(y, x, marker='o')\n",
    "plt.show(P1)\n",
    "plt.show(P2)"
   ],
   "id": "3bc39fa8e6aebc57",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 14
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# 保存图像",
   "id": "7caf0f11a84b372f"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-26T01:12:11.708030Z",
     "start_time": "2025-02-26T01:12:11.412394Z"
    }
   },
   "cell_type": "code",
   "source": [
    "import random\n",
    "x = range(2,26,2) # x轴的位置\n",
    "y = [random.randint(15, 30) for i in x] # y轴的位置\n",
    "\n",
    "# 设置图片的大小\n",
    "'''\n",
    "figsize:指定figure的宽和高，单位为英寸；dpi参数指定绘图对象的分辨率，即每英寸多少个像素，缺省值为80，1英寸等于2.5cm,A4纸是 21*30cm的纸张\n",
    "'''\n",
    "# 设置画布对象，figsize中对应的单位是英寸，dpi是每英寸有多少像素点\n",
    "plt.figure(figsize=(20,8),dpi=200) # 设置画布大小,dpi=80表示每英寸80个像素\n",
    "plt.plot(x,y)\n",
    "# plt.savefig('t1.png')\n",
    "plt.savefig('t1.svg') # 保存为svg格式"
   ],
   "id": "d9408d88b0de10cc",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 4000x1600 with 1 Axes>"
      ],
      "image/png": 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ZLVToyLmbls5OzrsPt8S3H9uWWR4AAAAA+KXl9duT87QxQ6J26qgYaP7HVbPjwmmjk9m/P9gY963fk1kmAAAA+p9CBwAAAHmrrjHdzjFueEVMHzM0szyD1bypo+LyWWOT2W0rGqKzsyuzTAAAAADQ/fzUXaubktk186ujqKgoBprSkuL41PW1UVmWvpTnz79RHwePt2WWCwAAgP6l0AEAAEDeWtWr0LGwZvSAvBhbCG68alZy3rD7aPz46V2Z5QEAAACAx7bsj20HjiezZfOrY6CaNX54/MXV5yazpoPN8ZHvPJlZJgAAAPqXQgcAAAB5q65xX3JeVDMmsyyD3cvmjo+zJ444bUsHAAAAAGRleX26nWP2+GFx7uT0OayB5u2X1cSVZ41LZt98bFt8f0369woAAEBhUOgAAAAgLx083hbrdh5JZgtqqjLLM9h1b0Z599J0S8cjm/bFY5vTLSoAAAAAkAsdnV3x3SfSksOy2uoBv+G3uLgo/umt82NEZWky/8tvrYndh1syywUAAED/UOgAAAAgLz3aqyhQXlocF0wZmVkeIt5YWx2TRlYmM1s6AAAAAMjCwxv3nlZwuGZ+dRSC6tFD4iNvPD+Z7TvaGn/xzSeiq6srs1wAAAD0PYUOAAAA8tKjjWmhY/6UUVFRWpJZHn5RqnnnlTOS2fef3BEb9xzNLBMAAAAAg9Py+nQ7x3mTR8ZZE4ZHobj2oinxuvMnJbN71+6Mb9RtzSwTAAAAfU+hAwAAgLy0alNa6Fg4oyqzLJz025dMjxEVpSfO3TcE/NxKWzoAAAAAyJ22js743pq00HFN7eQoJEVFRfF3114Q44aXJ/OPLH8qtu4/llkuAAAA+pZCBwAAAHmnvaMzHt9yIJktqhmTWR5OGlFZFr9z6fRk1n1XwD1HWjLLBAAAAMDgct+ze+LAsbZktmx+dRSascMr4mPXzktmR1ra47131EdnZ1dmuQAAAOg7Ch0AAADknbVNh+N4W0cyWzB9dGZ5SN2weGaUlRSdOLe0d8aXHmzMNBMAAAAAg8dd9el2jgunjY5pY4ZGIXrN+ZPiuoVTk9lDDfvi3x7YlFkmAAAA+o5CBwAAAHmnrnFfcp41bljP3ejID5NGVcYba6cksy8/uCmOt6YlHAAAAADoa81tHfHDJ3cks2W1hbed41S3LDsvpoweksz+8ftPx7O7DmeWCQAAgL6h0AEAAEDeWdW4PzkvqKnKLAvP7cals5Lz/mNtcUfdlszyAAAAADA4/Gzd7jjc0n7iXFQU8YZ5k6OQjagsi49fNz+ZdW/Nvfn2+mjr6MwsFwAAAC+dQgcAAAB5p65XoWORQkfeOXvSiHjZ2eOT2edWboyOzq7MMgEAAABQ+JbXb0/Ol8wY07NRttBdMXtcvHPxzGS2euvB+JefbMgsEwAAAC+dQgcAAAB5ZfuB49F0sDmZLVToyEs3LZ2dnDfvOxbfX7MjszwAAAAAFLZjre3xo7W7ktmy2uoYLN73urNj9vhhyezTP14fq7ceyCwTAAAAL41CBwAAAHllVa/tHKOGlMXs8cMzy8Pzu2zWmJg/dVQyu3XFhujqsqUDAAAAgL5379pdcbyt48S5pLgorr5gUgwWlWUl8anrL+z5+/6l9s6uuPn2+mg+5c8FAACAgUOhAwAAgLzyaK9CR/d2juJTLlCSP4qKiuLGpbOS2eqtB+Ohhn2ZZQIAAACgcC2v356cr5g9NsYOr4jBpHba6Pjjl5+VzJ7ddSQ+/oNnMssEAADAi6fQAQAAQF5Z1bjvtEIH+et150+KaWOGJLPbVmzILA8AAAAAhelQc1v87JndyWxZbXUMRn/8irNi3pR0c+4X7t8YD27Ym1kmAAAAXhyFDgAAAPLG0Zb2WNt0OJkpdOS30pLieNeV6ZaOnzyzO9btTP85AgAAAMBL8cMnd0ZrR+eJc1lJUbz2/EkxGJWVFMenrq+N8tKTL/vp6op47x31cbi5LdNsAAAAvDAKHQAAAOSN+i0HoqOz68S5tLgoaqeOzjQTv951i6bG6KFlyey2FQ2Z5QEAAACg8Cyv356cr5o7IUYNSZ+TGkzmTBwR73vt2cls24Hj8dG7nsosEwAAAC+cQgcAAAB5o65xf3I+v3pkDCkvySwPZ2ZoeWm847KaZHbn49tix8HmzDIBAAAAUDj2HW2N+57dk8yW1U6Owe6di2fGpTPHJLPbV22Ne5/amVkmAAAAXhiFDgAAAPLGql6FjgU1VZll4YV5xxUzoqL05NMMbR1d8cUHNmaaCQAAAIDC8L01Tclm38qy4njVuRNjsCsuLopPXFcbwytKk/kHvrk69h5pySwXAAAAZ06hAwAAgLzQ2dkVj25OCx2LatK7y5G/xg2viLcsnJrM/uOhzXG4uS2zTAAAAAAUhuX125PzK8+ZGMN6lRgGq2ljhsYt15yXzPYcaY0PfntNdHWdLMEAAACQnxQ6AAAAyAvrdx2Jw83tyWyhDR0DyruXzIqiopPnwy3t8bVHtmQZCQAAAIABbteh5nh4475ktqx2cmZ58tF1i6bGq86dkMy+t2ZH3Pl4WoQBAAAg/yh0AAAAkBdWNaYXZaeMHhKTRlVmlocXbua4YfHa8yYls8/ftzFa2zszywQAAADAwPbdJ5ri1EUTwytK42Vnp+WFwa6oqCg+9hvzompoWTL/0J1roung8cxyAQAA8OspdAAAAJAX6hr3J+dFM2znGIhuvGpWct5xqDmW17sTIAAAAAAvTu/nll5z3sSoLCvJLE++mjCiMj527bxk1r0R+X3fWB1dpzZiAAAAyCsKHQAAAORloWNhjULHQLRgelVc3KuM89mVDS4aAwAAAPCCbdl3LB7dfCCZLautzixPvrt63uS49qIpyWzl+j3xlYcaM8sEAADAr6bQAQAAQOZ2H26Jxr3HkplCx8B149LZyfnpHYfjZ+t2Z5YHAAAAgIHpu080JedRQ8pi8VnjMsszEHz4jefHpJGVyezv7l4bG/cczSwTAAAAz0+hAwAAgLzbzjGsvCTOnjgiszy8NK88Z0LMHj8smd22oiGzPAAAAAAMTMvrtyfnqy+YFOWlXuryq3SXXj5+3fxk1tzWGTff/ni0d3RmlgsAAIDn5rdcAAAAMlfXuC85XzS9KkpL/Mo6UBUXF8W7l8xKZg9s2Btrth3MLBMAAAAAA0vD7iPx5PZDyWxZbXVmeQaSJXPGxzsur0lmj20+ELe66QoAAEDe8eoYAAAA8m5Dx4Kaqsyy0DfefNGUGDe8Ipm5YAwAAADAmbprdVNy7n6u6bJZYzPLM9B84OpzYsbYocnsf9+7Lp7c7qYrAAAA+UShAwAAgEw1t3XEmm3pnfYWKXQMeJVlJXHD4hnJ7O4nmmLLvmOZZQIAAABgYOjq6orv1G9PZm+YNylKiosyyzTQDC0vjU9ef2Gc+kfW1tEVN3+9PlraO7KMBgAAwCkUOgAAAMjUmm0Ho7Wj88S5qCjiwumjM81E33jbpTUxtLzkxLmjsys+f9/GTDMBAAAAkP+e2Xk4nt11JJktq63OLM9AtbCmKv7wZbNP+7P953vWZ5YJAACAlEIHAAAAmVrVuD85nz1xRIysLMssD31n1NCy+K2Lpyezr/98S+w/2ppZJgAAAADy3/Je2zkmj6qMBdNt9X0x/uSVc+PcySOT2a0rNsTPN+3LLBMAAAAnKXQAAACQqbpehY5FM1yYLSTvvHJGlBQXnTgfb+uIrzzUmGkmAAAAAPJXV1dXLK9vSmbXzJ8cxac8x8SZKy8tjk9dXxvlJSdfItTVFfGe2+vjaEt7ptkAAADIcaGjs7Mz2tv9MggAAMDJi7OP9ip0LKxR6CgkU6uG9lxwP9W/P7gpmts6MssEAAAAQP56YtvB2LzvWDJbVludWZ5C0L2h4+bXzE1m3X/GH7t7bWaZAAAAyFGh4+GHH443v/nNMXbs2CgpKYmysrKYPXt2fPSjH43m5ubn/Jo77rgjXv7yl0dVVVVUVFRETU1NvO51r4tvfvOb/R0XAACAHNq091jsPdqazBbVjMksD/3jxqWzkvOeI63xzUe3ZZYHAAAAgPy1vH57cq4ZOzTmTRmVWZ5C8e4ls2JRr5vpfPXhzfGTZ3ZllgkAAIB+LnT8+7//eyxevDjuvPPOnvLGZZddFrNmzYqGhoa45ZZb4pWvfGW0tLQkX/MXf/EXcf3118dPf/rTOHDgQLS1tcXmzZvjBz/4QbzlLW+Jd7zjHT13cAUAAGDgW7VpX3IeP6IiplYNySwP/eP86lFx5VnjktnnVjZEZ6ff7wEAAAA4qfv5ortWNyWzZfOro6ioKLNMhaKkuCg+eX1tDC0vSebv/8bqOHAsvekOAAAABVDoqK+vjxtvvDE6OjriPe95T+zcuTMefPDBePbZZ+Mzn/lMz+c88MAD8fGPf/zE1/zoRz+Kf/iHf+jZzNG9pePQoUPR2toa69evj/e+9709n/PlL385vvrVr/ZXbAAAAHKornF/cu6+Q5yLs4NjS0fDnqNxz9qdmeUBAAAAIP/Ubd4fTQebk9my2urM8hSamrHD4q/ecG4y23W4JW6588nMMgEAAAx2/VboeN/73tdTxuh++4lPfCKGDx/eM+9+Yc4f/dEfxZve9Kae83/+53+e+JqvfOUrPW8/+MEPxlvf+tYYMWJElJaWxllnndVT/Lj22mt7Pr58+fL+ig0AAECGhY6FNVWZZaF/LZkzLs6dPDKZ3baiIbM8AAAAAOSf5fXbk/PcicPj7EkjMstTiH7nkulx1dzxyew79dtP+7MHAABgABc6jh49GkOHDo2LL744brnlluf8nO6Pddu+/eQvhNu2bet5O2fOnOf8munTp/e8PX78eD+kBgAAIJcOHGuN9buOJDOFjsLVfYOHm3pt6egu9KzatC+zTAAAAADkj/aOzrj7iaZkds182zn643m6f3zL/Bg1pCyZf+jONbHzULodBQAAgAFa6Bg2bFh861vfikceeaTn/efyyyLHqR+fMmVKz9u77777tM9va2uLH/7whz3vL1y4sD9iAwAAkEOPbT6QnCtKi+P86lGZ5aH/vWH+5KgeVZnMbrWlAwAAAICIeHjjvthzpDWZXTN/cmZ5CtmkUZXx0TdfkMwOHGuL9//X6ujq6sosFwAAwGDUL4WOX6ejoyPuvPPOnvdf+cpXnpj/wR/8QZSUlMRtt90WH/7wh6OxsTGOHTsWjz32WFx77bWxdu3aGD9+fNx4441ZxAYAAKAPrWpMNzPUTh0d5aWZ/JpKjpSVFMc7r5yZzO5duzM27E43tQAAAAAw+Cyv/8WNQX/pgikjY9b44ZnlKXRvrK0+rTDz02d2x9d+viWzTAAAAINRaRYP+oUvfCG2bdvW8/6f/umfnphfeeWVcccdd8RNN90UH/nIR3r+OtVll10WX/ziF2Py5Bd2B4atW7f+yo83NaUrO+HXecUnfxodne5KAYNZ1dDyeMflNfEbC6ZmHQUABqy6xv3JeeGMqsyykDu/dcn0+P9+tD4ON7f3nLtv+Pe5lQ3x978xP+toAAAAAGSktb0zvrdmRzJbNr86szyDxUffdEHPZpTdh1tOzu56KhbPHhfTxw7NNBsAAMBgkfNCR3d54gMf+EDP+zfccENcdNFFyccPHDgQra3pCs1fGjJkSOzcuTPOOeecF/SY06ZNewmJ4XSb9x6LdoUOGNQa9x6L1VsPxNyJI+KCKaOyjgMAA05bR2c8vuVAMls4XaFjMBheURpvu6wm/t9PN5yY/dej2+LmV58d40dUZJoNAAAAgGzc9+zuOHi8LZm9odf2CPpe1bDy+Ke3zI8b/u3nJ2bHWjviPXc8Hl+78fIoKS7KNB8AAMBgUJzLB+vs7Ix3vOMdsW/fvqipqYlPfepTyce//OUvxzvf+c44ePBgFBUVxbnnnhuLFy+O8ePH93z8Jz/5SbziFa+Ir33ta7mMDQDPqbvX1Xv1MwBwZtY2HYrmts5ktqBGoWOwuOGKGVFeUpzcgfHfH9iUaSYAAAAAsrO8vik5L6ypiqlVNkTkwsvPmRC/fcn0ZPbzTfvj8/c1ZJYJAABgMMlpoeNDH/pQ3HvvvVFRURFf//rXY/To0Sc+1tbWFu9973t73u8ucjz++OPx1FNPxX333Rdbt26Nz3zmMz1f110Ked/73tfz+Wdqy5Ytv/KvRx55pF/+fgEofCvW78k6AgAMSKs27U/Os8YPizHDyjPLQ25NGFkZb76oOpl9+aHGONrSnlkmAAAAALLR3NYRP3xyRzK7xnaOnPqrN5wb08YMSWaf+MG6eGbH4cwyAQAADBaluXqg7gLHxz72sZ73/9//+39x6aWXJh9/4IEHYteuXVFaWhrf/va3Y+7cuSc+Vl5eHn/0R38UJSUl8Yd/+Ic9JYwnn3wyLrzwwjN67KlTp/bx3w2D3b++bWF0ZR0CyETj3qPxt99dm9xdfNfh5pgwojLTXAAw0NQ1poWORbZzDDo3Lp0Vt6/aeuJ88Hhb3L5qS9yweGamuQAAAADIrZ88vSuOtnacOBcVRbxhnkJHLg2vKI1PXndh/OZtD0bXf78YorWjM/7s64/Ht/9ocZSX5vR+sQAAAINKTgodDz74YNxwww0977///e8/8f6ptm3b1vP2nHPOScocp7ruuut6Ch3dmpqazrjQAX3tVedNzDoCkJG2js743/eujyOn3D36vvV74jcWKA8CwJnq6uqKVY37ktlChY5B56wJI+JV506Ie9fuOjH73MqN8fbLaqK0xAViAAAAgMHirtVNyfmymWN7NrySW5fMHBM3LpkVt65oODF7qulQfPrH6+M9rzk702wAAACFrN9fIdG9SWPZsmVx/PjxnkLG3//93z/n5w0bNuzENo7nU9R9G4b/VlXlxT4A5F5ZSXFcMXtsMlu5fk9meQBgINp24HjsPNSSzBbWjMksD9m5cens0342vvtEegEfAAAAgMLVfRO1Hz29M5ktq63OLM9g92evnhtzJw5PZv/3J8/Go5vTjcsAAAAMkELHmjVr4pWvfGXs3bs3rrrqqvjyl7+clDJOdd555/W8XbduXbS0pC/s+aWf/vSnJ8oftbW1/ZgcAJ7fkrnjTyt0dHb+9+5hAODXqmtML/6NHloWs8f/ouTP4HLxjKq4cNroZHbbioaeLS4AAAAAFL4frd0ZzW2dJ86lxUXxugsmZZppMKssK4lPXX9hzz+HX+q+DPre2+vjeGtHptkAAAAKVb8VOnbu3BmvetWret7Omzcv7rzzzqioqHjez58zZ05cccUVceTIkfg//+f/nPbx3bt3x5//+Z/3vP+Hf/iHMWTIkP6KDgC/0tI545LzniMt8fSOw5nlAYCBXuhYOL3qecv/FLbuf+43LZ2VzJ7cfige2LA3s0wAAAAA5M7y+u3J+co542LMsPLM8hBxwZRR8aevmpPMGvYcjX/8/tOZZQIAAChk/Vbo+MQnPtFT5ui2du3amDhxYlRWVj7nXytWrOj5vC996UtRU1MT73vf+3o2e9xyyy3xt3/7t/F7v/d7MXPmzGhoaIjFixfHRz/60f6KDQC/Vs3YYTF9zNBktmL97szyAMCAL3TMqMosC9l7zfmTYsbY9L+tbl3RkFkeAAAAAHLj4LG2+Nm69BrbNfOrM8vDSf/jqtmnbdb9twc2xX3r92SWCQAAoFD1W6Hj8ccfP/F+e3t7tLS0PO9fnZ2/WJ85e/bsqK+vj7/7u7+Lo0ePxqc//en48Ic/HN/5znd6tnx86lOfih/96Ec9JRAAyNLSuemWjpUKHQBwRo60tMfapkOnbehg8CopLoo/WJJu6VixbvdpPycAAAAAFJYfPLkj2jq6TpzLS4rjNedPzDQTv1BaUhyfvL42KsvSlxX9+Tfq4+DxtsxyAQAAFKJ+K3Tcc8890dXVdUZ/vexlLzvxdaNGjYq//Mu/jIceeij279/fUwbpfvvggw/Gn/3Zn0VFRUV/RQaAM7Zkzvjk/PON++N4a0dmeQBgoKjfciA6T16jjdLioqjtdac3Bp/rFk6NMcPKk9lnbekAAAAAKGjLV29Pzi87e3yMrCzLLA+p2eOHx19cfW4yazrYHB9Z/mRmmQAAAApRvxU6AKCQXT57bM/dpH+ptaMzHtq4N9NMADAQrNq0PzmfP2VUVJaVZJaH/ND9M/COy2uS2Xfqt8f2A8czywQAAABA/9lzpCUe2JBeW1tWW51ZHp7b2y+ricVnjU1m33x0W3x/TVNmmQAAAAqNQgcAvAjddwdaMD29m/jKdXsyywMAA8Wqxn3JeVFNVWZZyC/vuHxGVJadfJqivbMrvnj/xkwzAQAAANA/vrdmR3Scssp3SFlJvPLcCZlm4nTFxUXx8bfWxojK0mT+l99aE7sPt2SWCwAAoJAodADAi7RkzvjkvHL97syyAMBA0H2B9vHNB5LZQoUO/tuYYeVx/aJpyew/H9kSB4+3ZZYJAAAAgP6xvH57cn7VeRNjaHlaGiA/VI8eEh954/nJbN/R1vjLbz0RXV0nSzkAAAC8OAodAPAiLZkzLjmv33Ukmg4ezywPAOS7dTsPx+GW9mRmQweneteVs6K46OT5SEt7/MfDm7OMBAAAAEAf676e9vNN6Sbfa+ZPziwPv961F02J154/MZnd89TO+Ebd1swyAQAAFAqFDgB4keZPHR2jhpQls5Xr9mSWBwDyXV3j/uQ8bcyQmDCyMrM85J/pY4fG1RekF++/eP/GaGnvyCwTAAAAAH3ru6ub4tTFDiMqSuOqueOzjMSvUVRUFB+7dl6MG16ezD+y/KnYuv9YZrkAAAAKgUIHALxIJcVFceVZ6ZaOFet3Z5YHAAZaoWPhdNs5ON2NS2cl512HW+LOx7dnlgcAAACAvnXX6qbk/JrzJ0VlWUlmeTgzY4dX9JQ6TtW9YffP71gdnZ2nNHQAAAB4QRQ6AOAlWDInLXTc9+ye6PCEJQCcWaFjxpjMspC/aqeNjktnpj8bn13R4KIwAAAAQAHYsu9YPL7lQDJbVptubCV/dZdv3rpwajJ7sGFv/NsDmzLLBAAAMNApdADAS3Blr0LHgWNt8eT2g5nlAYB8tetwc2zedyyZ2dDB87npqnRLx/pdR+Kn63ZllgcAAACAvrF8dbqJtWpoWSw+K73eRn67Zdl5MWX0kGT2j99/Op7ddTizTAAAAAOZQgcAvARTq4bGrPHDktmKdbszywMA+apuU7qdY3hFaZw9aURmechvL5s7IeZMGJ7Mbv1ZQ2Z5AAAAAOgby+ubkvPV8yZHWYmXrgwkIyvL4uPXzU9mLe2dcfPt9dHW0ZlZLgAAgIHKb8UA8BItnTM+Oa9YvyezLACQr+oa00LHRdNHR0lxUWZ5yG/FxUVx49J0S8fDG/dF/ZYDmWUCAAAA4KXp3uCwtulQMls2vzqzPLx4V8weFzcsnpHMVm89GP/ykw2ZZQIAABioFDoA4CVaOjddA/1o4/440tKeWR4AyEerehU6FtZUZZaFgeFNF06JiSMrktltK2zpAAAAACiU7RzjR1TEJTPHZJaHl+b9rzsnZo8flsw+/eP1sXqrm7IAAAC8EAodAPASXTpzbJSVnLzDeHtnVzy4YW+mmQAgnzS3dcST2w8ms0U1LtTyq5WXFscNi2cms++taYrGvUczywQAAADAi9PV1RV3rd6ezN4wb7ItvgNYZVlJfOr6C5N/ht3XSW++vb7nOWEAAADOjEIHALxEwypKT3tR6sr1uzPLAwD5ZvXWg9HW0XXi3H1978LpozPNxMDwO5dOj+EVpSfOnV0Rn1u5MdNMAAAAALxwa5sOx4bd6Y06ltVWZ5aHvlE7bXT88cvPSmbP7joSn/jBM5llAgAAGGgUOgCgDyyZOy45r1y/J7MsAJBv6hr3J+dzJo1MXqQPz2dkZVn89iXTktkddVti39HWzDIBAAAA8MIt77WdY8roIbHATV8Kwh+/4qyYN2VUMvv8/RvjwQ17M8sEAAAwkCh0AEAfWDpnfHLeuOdobNl3LLM8AJBP6hr3JeeFNVWZZWHguWHxzCjtXuvy35rbOuNLD27KNBMAAAAAZ66rqyuW16eFjmtqJ0dR0cnnfBi4ykqK41PX10Z56cmXIHV1Rbz3jvo43NyWaTYAAICBQKEDAPrAeZNHxthh5clsxfrdmeUBgHy6WNt7Q8eiGQodnLnq0UPijbXVyexLDzbG8daOzDIBAAAAcOYe33Igtu4/nsyWzU+f72FgmzNxRLzvtWcns20Hjsff3rU2s0wAAAADhUIHAPSB4uKiuHLOuGS2ct2ezPIAQL5o2HM09h9L78K2YLpCBy/Mu5fOSs77jrbGNx7dmlkeAAAAAM7c8vqm5Dxz3LA4v3pkZnnoH+9cPDMunTkmmX191Za496mdmWUCAAAYCBQ6AKCPLJkzPjnfv2FPtHd0ZpYHAPJB3aZ0O8fEkRUxtWpIZnkYmM6dPDKWzk3/W+tzKxuio7Mrs0wAAAAA/HqdnV3x3Se2J7Nl8ydHUVFRZpnovxvgfeK62hhWXpLMP/DNJ3pu0AIAAMBzU+gAgD6ypNeGjsPN7VG/9WBmeQAgH9Q1poWOhTVVLtbyovyPXls6Gvceix8+uSOzPAAAAAD8ej/ftC92HmpJZstqqzPLQ/+aNmZo/PWy85PZniMt8VffeiK6utycBQAA4LkodABAH5k4sjLOnjgima1YtzuzPACQD1Y17kvOC2vGZJaFge3y2WPjgikjk9m/rmhwIRgAAAAgjy1fnW7nOGfSiJjT63oaheW6RVPjledMSGbfW7Mj7nw8/VkAAADgFxQ6AKAPLZ2bbulYuV6hA4DBa//R1tiw+2gyW1RTlVkeBrbuzS43Lp2dzOq3HIhHNqalIQAAAADyQ3tHZ9z9RLph1XaOwfE83t+/ZV5UDS1L5h+6c000HTyeWS4AAIB8pdABAH1oyZzxyfnxLQfi4PG2zPIAQJYe3bw/OVeWFcd51emGBXghXn/BpJhaNSSZ3baiIbM8AAAAADy/BzbsjX1HW5PZNfMnZ5aH3JkwojI+du28ZHa4uT3e943VNu4CAAD0otABAH3okpljoqL05P+9dnZFPPDsnkwzAUBW6hrTQkft1NFRVuLXUF680pLi+IMrZyazHz29K9bvPJxZJgAAAACe2/L67cl5/tRRUTN2WGZ5yK2r502ON1+YbmRZuX5PfOWhxswyAQAA5COvpAGAPlRZVtJT6jjVivUKHQAMTqt6FToW1lRlloXCcf2iaTFqSFky++xKWzoAAAAA8klLe0d8/8kdyWzZ/PTF/RS+j7zxgpg0sjKZ/d3da2PjnqOZZQIAAMg3Ch0A0MeWzhmfnFes2211MACDTltHZ9RvOZDMFs1Q6OClG1ZRGm+/rCaZffux7bHrUHNmmQAAAABIrVy3Jw43tyezN8yfnFkesjFqaFl8/Lr5yay5rTPec/vj0d7RmVkuAACAfKLQAQB9bMncccl524HjsWnvsczyAEAWntx+KFra0wtyC6YrdNA3fu+KGVFeevIpjdaOzvjiA5syzQQAAADASctXb0/OF8+oiurRQzLLQ3aWzBl/2g1aHt18IG5dYesuAABAN4UOAOhjZ08cERNGVJy2pQMABpNVm/Yl57MmDI/RQ8szy0NhGT+iIt6yYGoy+8pDjXGkJb3rIwAAAAC5d7y1I+55amcyW1ZbnVkesvcXrz8nZowdmsz+973r4qnthzLLBAAAkC8UOgCgjxUVFfXcaeZUK9crdAAwuDy6eX9yXmg7B33s3UtmRlHRyfPh5vb42iObs4wEAAAAQET8+Oldcay148S5uCji6gsmZ5qJbA0tL41PXn9hz8/CL7V1dMXNtz8eLe0nf1YAAAAGI4UOAOgHS+eOS84Pbtgbre2dmeUBgFzq6uqKVZt6FTpmKHTQt2aNHx6vPndiMvvCfRujrcN/cwEAAABkaXn99uR8xexxPRtXGdwW1lTF/7hqdjJ7esfh+Od71meWCQAAIB8odABAP1h8VlroONraEY/1ulM5ABSqrfuPx67DLclsUY1CB33vpqtmJeftB5vjrtXpCwYAAAAAyJ3DzW3x42d2JbNr5tvOwS/86avmxrmTRyazW1dsiFWb9mWWCQAAIGsKHQDQD8YNr4jzq9MnI1es351ZHgDIpbrGtMQ4Zlh5zBw3LLM8FK6FNWN67ux3qlt/1tCzJQYAAACA3Lt37c5ka31pcVG87oJJmWYif5SXFsenrq+N8pKTL1fqfirvPXfUx9GW9kyzAQAAZEWhAwD6ydK545PzyvV7MssCAFkWOhZMr4qioqLM8lDYblyabul4esdh/90FAAAAkJHl9U2nXS8bPbQ8szzkn+4NHX/26rnJrHHvsfjY3WszywQAAJAlhQ4A6CdL5oxLzk9sOxj7jrZmlgcAcmVVr0JH7w0K0Jdefe7EmNVrA8xtKxoyywMAAAAwWB041hor1qUb65fVTs4sD/l9k5bezxt/9eHN8ZNndmWWCQAAICsKHQDQT7qfhBxSVpKsC77/WXeLBqCwHW5ui2d2HEpmi2YodNB/iouL4l1L0i0d9z27J9ZsO5hZJgAAAIDB6PtrdkR7Z9eJc0Vpcbzq3ImZZiI/lRQXxaeur42h5SevpXZ7/zdW9xSDAAAABhOFDgDoJxWlJXHZrDHJrPddiQCg0Dy+5UCccs02ykqKYt6UUVlGYhD4jQVTYtzw8mT22ZW2dAAAAADk0vLV25PzK86ZECMqyzLLQ36rGTss/vL15yazXYdb4pY7n8wsEwAAQBYUOgCgHy2dOz45r1y/J7q6V3UAQIFatWl/cr5gyqioPGVjFfSH7p+x379iRjK7a3VTbN1/LLNMAAAAAIPJ7sMt8eCGvcnsmvnVmeVhYPjdS6efdj31O/XbY3l9Wg4CAAAoZAodANCPlsxJn4Dccag5nt11JLM8ANDfHt2cFjoWTq/KLAuDy9suq4mh5SfLQx2dXfGF+zZlmgkAAABgsPjemqZkc2/38zTdGzrgVykqKop/esv8GDUk3eTyoTvXxK5DzZnlAgAAyCWFDgDoR7PHD4vqUZXJ7GfrdmeWBwD6U/cL6B/bfCCZLZqh0EFujB5aHtcvmpbMvvbzzXHwWFtmmQAAAAAGi94bFV593sQYcsrNN+D5TBpVGX/zpvOT2YFjbfH+/1odXV2ntIQAAAAKlEIHAPTzXWV6rwleuX5PZnkAoD89s+NwHGlpT2YLahQ6yJ0/uHJmlBQXnTgfa+2IrzzcmGkmAAAAgEK3/cDx+PmmdHPvsvnVmeVh4HljbXW8Yf7kZPaTZ3bH136+JbNMAAAAuaLQAQD9bMmctNDx8Ma90dzWkVkeAOgvdY37kvP0MUNjwoh0UxX0p2ljhsbr56UXfr94/yb/7QUAAADQj767uik5j6wsjSVzx2WWh4F5k7y/fdMFMX5ERTL/6F1Pxea9xzLLBQAAkAsKHQDQzxafNTaKTt4oOprbOqOuMb1LEQAUgt7//7bIdg4ycNPSWcl5z5GW+PZj2zLLAwAAAFDolq/enpxfd8GkqCgtySwPA1PVsPL4p7fMT2bdG3jfe0d9dHR2ZZYLAACgvyl0AEA/Gz20POZPHZ3MVqzbnVkeAOgvq3oVOhYodJCBC6aMiitmj01mt61siE4XfQEAAAD63KY9R2P11oPJ7Jr51ZnlYWB7+TkT4rcvmZbMHtm0Lz5/X0NmmQAAAPqbQgcA5MBVc9K10ivW78ksCwD0h52HmmPr/uPJbNEMhQ6ycWOvLR0Nu4/Gj57elVkeAAAAgEL13SeakvOYYeWn3WwDXoi/esN5MW3MkGT2iR+si2d2HM4sEwAAQH9S6ACAHFgyd3xyXtt0KHYdbs4sDwD0tbpe2zlGVJTGnAkjMsvD4HbV3PFxzqT05++2FRsyywMAAABQqJbXb0/Or583KUpLvBSFF294RWl88roLo6jo5Ky1ozNuvv3xaG3vzDIaAABAv/BbNADkwIXTRvc8+Xiq+5+1pQOAwrFqU1rouKimKkqKT7niBjlUVFR02paOn2/af1rxCAAAAIAXb93Ow/F0r60Jy+ZXZ5aHwnHJzDHx7iXp83tPbj8Un/7x+swyAQAA9BeFDgDIgbKS4ri813rpFesUOgAoHHWb0xfKL6qpyiwLdFtWWx2TR1UmM1s6AAAAAPrOXb22c0wcWREXzxiTWR4Ky82vnhtzJw5PZv/3J8/GY72eiwYAABjoFDoAIEeWzh2fnFeu3xOdnV2Z5QGAvnK8tSOe3HYwmS1U6CAPCrXvXDwzmf3wqZ3RsPtIZpkAAAAACkVXV1csX92UzK6ZXx3FtvbSRyrLSuJT118Ypaf8THVfWn3P7fU9z0kDAAAUCoUOAMiRpXPGJec9R1pOW0MNAAPR6q0Hov2UkmL39bULp43ONBN0+61LpsWIitIT566uiM/dtzHTTAAAAACF4Mnth2LjnqPJ7Jr5kzPLQ2G6YMqo+JNXzklmDXuOxj9+/+nMMgEAAPQ1hQ4AyJGascNi+pihyWzF+t2Z5QGAvrKqMV1xf+7kkTHslBfRQ1ZGVJbF71w2PZl9o25rT7EWAAAAgBdvef325Dy1aoibvNAv/vBls6O218/Wvz2wKe5/dk9mmQAAAPqSQgcA5NDSuemWjpUKHQAUgEd7FToW1VRllgV6e+fimVFWUnTi3NreGV96YFOmmQAAAAAGsq6urrhrdVMyW1ZbHUVFJ5+Dgb5SWlIcn7q+NirL0pc4vfeO+jh4vC2zXAAAAH1FoQMAcmjJnPHJ+ecb98fx1o7M8gDAS9XZ2RV1m9NCxwKFDvLIxJGV8aYLpySzLz3UGMda2zPLBAAAADCQPbr5QGw7cDyZLZtfnVkeCt/s8cPjA687J5k1HWyOjyx/MrNMAAAAfUWhAwBy6PLZY6Ok+JQ7RHd0xsMb92aaCQBeioY9R+LAsfQuaItmjMksDzyXG5fOSs7dP7N3rNqaWR4AAACAgWx5/fbkPHv8sDh38ojM8jA4vOPyGbH4rLHJ7JuPbovvr9mRWSYAAIC+oNABADk0srIsLpo2OpmtWLcnszwA8FLVNabbOSaNrIzqUZWZ5YHnMnfiiHjFOROS2efua4j2js7MMgEAAAAMRB2dXfHdJ5qS2bLa6igqOnlDM+gPxcVF8fG31saIytJk/lffeiL2HGnJLBcAAMBLpdABADm2dO745Lxy/e7MsgDAS7VqU1roWDijysVbBsSWji37jsf3n3T3PgAAAIAXonvz/O7D6Yvnr5lfnVkeBpfq0UPiw8vOT2Z7j7bGX3zziejq6sosFwAAwEuh0AEAObZkzrjkvH7XkWg6eDyzPADwUtRtTgsdi2qqMssCv8qlM8dE7dRRyezWnzW40AsAAADwAiyvT7dznDt5ZJw1YXhmeRh8fmPBlHjt+ROT2T1P7Yxv1G3NLBMAAMBLodABADk2f+roGNlrFfDK9XsyywMAL9a+o63RsPtoMluo0EGe6t4cc+PS2cnsiW0H48GGvZllAgAAABhI2jo64/tr0kLHstrJmeVh8D7P97Fr58W44eXJ/G+WPxVb9x/LLBcAAMCLpdABADlWUlwUV/ba0rFi3e7M8gDAi/VoY7qdY0hZSc8d+SBfve6CSTF9zNBkdtuKhszyAAAAAAwk9z+7J/Yfa0tmy+ZXZ5aHwWvs8IqeUsepDre0x5/fsTo6O23kBQAABhaFDgDIwNI545Pzfc/uiQ5PLgIwwKzqVeionTYqykr8mkl+F2vftWRmMvvpM7vjmR2HM8sEAAAAMFAsr0+3c1w4bXRM63XzDMiV15w/Kd66cGoy697G+28PbMosEwAAwIvhlTYAkIHeGzoOHGuLJ7cfzCwPALwYdY37kvOimjGZZYEzdd3CaVE1tCyZ2dIBAAAA8Ks1t3XED5/ckcyW1drOQbZuWXZeTBk9JJn94/efjmd3HcksEwAAwAul0AEAGZhaNTRmjR+WzFas251ZHgB4oVrbO6N+a1pGXFhTlVkeOFNDykvi7ZfPSGbfqd8WOw42Z5YJAAAAIN/9bN3uONzSfuJcVBTxhnmTM80EIyvL4uPXzU9mLe2dcfPtj0dbR2dmuQAAAF4IhQ4AyMjSOeOT84r1ezLLAgAv1JrtB3tKHadaMF2hg4Hh9y6viYrSk0+JtHV0xRfv35hpJgAAAIB8trx+e3K+eMaYmDSqMrM88EtXzB4XNyxOb+CyeuvB+JefbMgsEwAAwAuh0AEAGVk6d1xyfrRxfxw55c5GAJDPuv9/61RzJgyPUUPLMssDL8TY4RVx3aKpyew/Ht4ch5rbMssEAAAAkK+OtbbHj9buSmbLaqszywO9vf9158Ts8cOS2ad/vD6e6LVlGgAAIB8pdABARi6dOTbKSopOnNs7u+KhDXszzQQAZ2rVprTQsWiG7RwMLO+6clYUnfxPsTjc0h7/+fDmLCMBAAAA5KXuMsfxto4T55Liorj6gkmZZoJTVZaVxKeuv7DnZ/PUa69/dvvj0XzKzy4AAEA+UugAgIwMqyiNhTXpi19XrN+dWR4AOFNdXV1RtzktdCysGZNZHngxZowbFq87P33hwRfv3xSt7Z2ZZQIAAADIR8vrtyfnK2aPjXHDKzLLA8+ldtro+KOXn5XMnt11JD7xg2cyywQAAHAmFDoAIENL545PzivX78ksCwCcqS37jsfuwy3JrHdJEQaCG5fOSs47DjXHd3q9QAEAAABgMDvU3BY/fSa9Idmy2urM8sCv8j9fcVZcMGVkMvv8/RvjoYa9mWUCAAD4dRQ6ACBDS+ekhY6Ne47Gln3HMssDAGeibvO+5Dx2WHnMGDs0szzwYl00vSoumZFul/nsioaeLTQAAAAARPzwyZ3R2nFyo2lZSVG8ttfWU8gXZSXF8c/XXxjlpSdfDtX9VN9776iPw81tmWYDAAB4PgodAJCh8yaPjDHDypOZLR0A5LtVm/Yn5wU1VVFUVJRZHujLLR3P7DwcP12X3nUSAAAAYLBa3mub6VVzx8eoIWWZ5YFfZ87EEfG+156dzLbuPx5/e9fazDIBAAD8KgodAJCh4uKiuPKscclshRcQApDn6hrTQseimqrMssBL9YpzJsTs8cOS2W0/a8gsDwAAAEC+2He0Ne5/Nr0R2bLa6szywJl65+KZcenMdDPv11dtiXuf2plZJgAAgOej0AEAGVs6d3xyvn/Dnmg/ZXU1AOSTQ81tPRsMTrVQoYMBXrC9aensZPZgw954YuvBzDIBAAAA5IPvr9kR7Z1dJ86VZcXxqnMnZpoJzvQ5v09cVxvDykuS+Qe++URPUQkAACCfKHQAQMaWzEk3dBxubo96LyAEIE89tvlAdJ28hhvlJcVxwZRRWUaCl+xNF1XHhBEVyezWFRsyywMAAACQD5bXb0/OrzxnYgyrKM0sD7wQ08YMjVuWnZfM9hxpib/61hPRdeqT3AAAABlT6ACAjE0cWRlnTxyRzFas251ZHgD4Veoa9yfneVNHRWVZepczGGgqSkvi9xfPSGZ3P9EUW/YdyywTAAAAQJZ2HWqOhzbuTWbLaidnlgdejOsXTYtXnjMhmX1vzY648/G0rAQAAJAlhQ4AyANL56ZbOlauV+gAID/VNe5LzgtrqjLLAn3pdy+tiWHlJ8tJnV0Rn1vZkGkmAAAAgKx894mmZFPv8IrSeNnZ6QvjId8VFRXF379lXlQNLUvmt9y5JpoOHs8sFwAAwKkUOgAgDyyZMz45P77lQBw83pZZHgB4Lu0dnfH45gPJTKGDQjFqSFn81iXTk9ntq7bG/qOtmWUCAAAAyMry+nSDwavPm2hTLwPShBGV8XfXzktmh5rb433fWB1dp7aWAAAAMqLQAQB54JKZY6K8tDi5I/SDG/ZkmgkAent6x+E42tqRzBZMV+igcLzzyplRUlx04ny8rSO+/FBjppkAAAAAcm3r/mPxaK8buyyrnZxZHnipXj9vcrz5wupktnL9nviK5/4AAIA8oNABAHmg+45Gl84ck8x+tk6hA4D88ujm/cl5xtihMX5ERWZ5oK9NGT0kls1PX5zw7w9siua2tMgEAAAAUMi+u7rptM2mV56VbpuHgeYjb7wgJo2sTGYfu/vp2LjnaGaZAAAAuil0AECeWDonfSJ8xbrd1vwCkFdWbUoLHQtqbOeg8Ny4dHZy3nu0Nf7r0a2Z5QEAAADIteWrtyfnqy+YlGyah4Fo1NCy+Ke3zk9m3Rt633P749He0ZlZLgAAAL9xA0CeWDJ3XHLeduB4bNp7LLM8ANBbXWNa6FhUk26XgkJwXvXIWDIn/e+yz63cGB2dirYAAABA4WvYfSTWbDuUzJbVVmeWB/rS0rnj4+2X1SSzRzcfiFtXNGSWCQAAQKEDAPLE2RNHxPgRFcls5frdmeUBgFM1HTzeUzY81UIbOihQN/Xa0rFxz9G456mdmeUBAAAAyJW7Vjcl53HDK+KyWWMzywN97S9ef07MGDs0mf3ve9fFU9vTIhMAAECuKHQAQJ4oKio67W7QK9YpdACQn9s5RlaWxpwJwzPLA/1p8Vlj47zJI5PZrSs2RFeXLR0AAABA4ep+7uM79duT2RvmTYqS4qLMMkFfG1peGp+8/sI49ce6raMrbr798Whp78gyGgAAMEgpdABAHrlq7vjk/OCGvdHa3plZHgB4vkLHgpqqKHYhlwIu2t501axk9tjmA7Gq178HAAAAAIXkmZ2H49ldR5LZNbXVmeWB/tK9ffp/XJVu6X16x+H453vWZ5YJAAAYvBQ6ACCPLD4r3dBxtLUjHtvshYMA5F+hY+H0qsyyQC68ft7kmDJ6SDK79WcNmeUBAAAA6G931Tcl58mjKj0PSMH601fNjXOfY0vvqk37MssEAAAMTgodAJBHxg2viPOr0ycOV6zfnVkeAOh2rLU9ntx+KJktnOFCLoWtrKQ43nnlzGR279qdp92lEgAAAKAQdHV1xfLV25PZNfMn29JLwSovLY5PXV8bZSUnf8a7uiLec0d9HG1pzzQbALnT3NYR33x0a3zlocY4eLwt6zgADFIKHQCQZ5bOHZ+cV67fk1kWAOhWv+VgdHR2nTiXFBfFhdNGZ5oJcuG3Lp4WIytLk9nnVtrSAQAAABSeJ7YdjMa9x5LZstrqzPJALnRv6Lj51Wcns+5/Dz5299rMMgGQO0/vOBTXfPq+uPn2+vjgt9fE2z//cLS2d2YdC4BBSKEDAPLMkjnjTnsCfd/R1szyAEBdY7pi/rzJI2NoefoidyhEwypK422X1SSzbz66LXYdbs4sEwAAAEB/WF6fbueoGTs05k0ZlVkeyJUbl86KhTXpRuqvPrw5fvrMrswyAdD/m8m+/OCmeONn7k82s6/eerBnUwcA5JpCBwDkme4nDIeUlSSrfe9/1pYOALJT17g/Ofe+uAWF7PevmBHlJSefPmnt6Ix/f2BTppkAAAAA+lJnZ1fctbopmS2bXx1FRUWZZYJc6d5I/cnrapPrs93e/1+r48AxN90DKDTd/9t+05fr4kN3Pvmc2zg+/eP1cfB4WybZABi8FDoAIM9UlJbEZbPGJLMV63ZnlgeAwa37Yq5CB4PZhJGV8RsLpiSzrzy0OY62tGeWCQAAAKAv1W3eH00H042k19ROziwP5NqMccPir95wbjLbeaglbrnzycwyAdD3Hm7YG1f/fyvjh0/tfN7P2X+sLf7fTzfkNBcAKHQAQB5aOnd8cl65fk/PykcAyLUNu4/Eoeb0hesKHQw271oyKzl335np6z/fklkeAAAAgL50V/325DxnwvA4e+KIzPJAFn730umnXaP9Tv32uGt1+u8HAANPe0dn/PM96+K3P/vQaSXWblNGD0nOX7h/Y2w7cDyHCQEY7BQ6ACAPLZmTPlm441BzPLvrSGZ5ABi8VvXazlE9qjKqez2pCYXurAnD41XnTkxmn79vY7R1nL6KGwAAAGCgvcDxu080JbNltdVRVFSUWSbIQvfP/D+9ZX6MrCxN5h/89prYdej0F/8CMDBsP3A8fuf/z959gLdZXv0fP7K894xjxyt27DjTSZyQaUPZSTB7lUILBQItBQp0AF1v3/aFMtsALWW3QFsIG4eEPezs7ezYseOReNuJ95T0v6T+wb6lABm2b43v57q4kvuI8SslivQ8zznnmfWy9JMSMdvNUY0M8pUXrp0lL11/inh7DXz26e03yyMf7hv5sAAAj0VDBwAATigtJsj2wOxgBSWN2vIAADzXZruGjuyUSG1ZAJ1uOlXd0mGdzLTC7mEHAAAAAAAAV7P+QLM0tvcqtfOmxmnLA+g0Osxf/nDhZKV2pLNPfvnGdrFY7J4CBgA4vfd31srCpYWyobzZ4bV5aVGy8vYc+U7mKEmNCZarZicpr7+19ZDsqm4ZwbQAAE9GQwcAAE46AcZ+S0dBcYO2PAAAz+XQ0JEUri0LoNPM5AiZbvff/1NflHEjFwAAAAAAuLT8omrlPHlMqO2hRsBTnZ8VL4vtmpo+29cgr2ys0pYJAHB8uvtM8uu3d8jNL2+Wlq4+5TWjl0F+ce54een62RIbOjBo9bYz0iXYb2BLk/X2z59W7h3R3AAAz0VDBwAATio3Q23oWH+gyfalEwCAkdLU3iMHGjuU2kw2dMCDG25vylW3dOyuaZXV+5u0ZQIAAAAAADgZvf1mWbmzVqnlTY3XlgdwluuAf7xgssSE+Cn1Py7fLZVNndpyAQCOTXFdm1zwxGp5eV2lw2sJEQHy2s1z5cenjbM1dgwWHewnN9ttay8saWT4KgBgRNDQAQCAk5o/LkoMg74/dveZHaakAwAwnOx/3wn0NUrm6BBteQDdzpo4WlKiApXaUwWl2vIAAAAAAACcjFX7GxymVttvJgA8UUSQrzx4yVSl1tFrkp+9ViQmMxt7AcAZWTeq/3t9pZz/xCrZV9fm8Lr1M857t+XIjKSIr/17XL8gVWJD1Ya++1bs4b0fADDsaOgAAMBJhQf6ytSEcKVWUELnPwBAX0PHtMRw8TbyNRKeyzqt6YYcx+lMu6tbtWUCAAAAAAA4UcuLapTzjKRwSYhQh1kAnuo7maPku6ckKrUN5c3y3KoybZkAAEfX0tknt/x7i9z71g7bsNTBAnyM8sAlU+SJ706XsACfb/z7BPga5a6zxiu1vbVt8uaWg8OSGwCAL/EkDgAATuzU9GjlXFDcqC0LAMDz2Dd0ZCd//cQawFNcmp0gUUG+Su2ZQm7iAgAAAAAA19LdZ5IPd9cptbyseG15AGf0q8UTJTEyQKk9/EGx7Kt1nPwOANBjU3mzLHqsUFbsqHV4LXN0iOTfOl+umJUkBoPhmP5+l2QnyPjYEKX2yIfFts9OAAAMFxo6AABwYjkZMcp5T02r1Ld1a8sDAPAcPf0m2X6oRanR0AGI+PsY5QfzUpRaflG1VB/p0pYJAAAAAADgeH2+r17ae/q/OlufcVw8JU5rJsDZBPt5yyOXTbP9+vhSr8ksdy7bJr396gR4AMDIMpkt8vgnJXLF0+vk0FHu0Vw7L0XevmW+jBulNmccy7b2uxdlKrXa1m55btWBk84MAMDXoaEDAAAnNi0x3HahcLDV+9nSAQAYfjsPtSo3pKw3rKYn0dABWF0zJ9m2ovtL/WaLPM+FfAAAAAAA4ELyi2qU85yxUTIq1F9bHsBZnTI2Um7MSVVqu6pb5fFPS7RlAgBPV9vSLd97dp088lGxrbFjsPBAH3nm+zPlf86fZBvSdSJOy4iReWlRSu3Jz0ulqb3npHIDAPB1aOgAAMCJ+Ri9ZK7dl8SCYho6AADDb3NFs3LOGBUiYQE+2vIAziQiyFcun5mg1P6zoVJauvq0ZQIAAAAAADhW1s0cn+ytU2p5WfHa8gDO7s6zMiQjNlip/e3zUtlaeVhbJgDwVB/trpNzlxbIujL1XqbV7LGR8v7tuXLWxNiT+mcYDAa5d9EEh89Pj3+6/6T+vgAAfB0aOgAAcHK5GTHKubCkUcx2EwYAABhqmyvUG1HZKWznAAa7ISdVvAwD545ek/xrfYXOSAAAAAAAAMfkkz110t03sJ3X6GWQcyeP1poJcGbWCe+PXj5NvAddELROhL9rWZF09Zq0ZgMAT9HdZ5L/eXeX3PjiJjnSqQ7Ysr49W5vv/n3jHBkdNjQbxyaPCZOLpo9Rai+vq5Dyxo4h+fsDADAYDR0AADi53PRo5dzY3iN7a9u05QEAuD+LxeLY0JFEQwcwWGJkoCycEqfUXlhdLj393MAFAAAAAADOLb+oRjkvGBctkUG+2vIArsD6YO/tZ6QrtbLGDnng/b3aMgGAp9hf3y4X/W2N/GNNucNrY8IDZNlNc+W2M9JtTapD6a6zM8TXe+AR236zRR78gPd9AMDQo6EDAAAnlxwVJEmRgUqtsKRBWx4AgPurbO6UxvZepTaTDR2Ag5tyU5VzQ1uPvLO1WlseAAAAAACAb9PS2SdfFNcrtbyseG15AFfyo9PSJCsxXKlZHy5evb9RWyYAcPchdK9urJS8x1fJnppWh9cXTh4tK27LkZkpkcPyz0+ICJTr5qUotRU7amVLpToYDwCAk0VDBwAALiDHbktHAQ0dAIBhtKlcvQgZHezr0FwIQGRqQrjMSVVvEjxdWCZms0VbJgAAAAAAgG/ywe5a6TMNXLvwNXrJ2ZNitWYCXIW30UsevTxL/H3Ux61+9lqRtHT1acsFAO6otbtPbv3PVvnlGzukq0/dju7n7SX/d9Fk+dv3ZkhYoM+w5vjxaeMkLED9Z9z33h5bswkAAEOFhg4AAFxAbkaMct544LB09apfWAEAGCqbKtSGjuzkCDEYhnZFMeAubjo1zWHt92f71CmXAAAAAAAAziK/SN0uetr4GAn1H94HIQF3khYTLHefm6nUalq65ff5u7RlAgB3Y92AsWhpoSzfXuPw2vjYEMm/dYF8b3byiNy/tDaM3Hr6OId7qR/urhv2fzYAwHPQ0AEAgAuYmxYlRq+BL6K9JrOsP9CkNRMAwH1tOUpDB4CjOy0jxnbzYLCnCsq05QEAAAAAAPg6je09sqZUvb+UlxWvLQ/gqr4/N0Xmj4tSam9uOSTv76zVlgkA3IF1A/rfPt8vl/19rRw83OXw+tVzkuSdn8yXDLv7MsPtmrnJkhgZoNQeWLlX+kzmEc0BAHBfNHQAAOACrJORpieGK7XCkkZteQAA7su6Fr64vk2pZSdHassDODvr9Kcbc1OV2oYDzbKt6oi2TAAAAAAAAEezcmetmMyWr84BPkY5Y8IorZkAV+TlZZCHLs2SED9vpf6rt3bYGqcAAMevvrVbrnl+vTz4/j7l84pVqL+3/P3qGfLHC6eIv49xxLP5eRvl5+eo25nKGjvklY1VI54FAOCeaOgAAMBF5KTHKOeC4gZtWQAA7mtr5WGxDLpG6uvtJZPHhOqMBDi987PiZXSov1J7uqBUWx4AAAAAAICjyS+qVs7WZo5AX/WBdADHJj48QP7n/ElKramjV+55c4dYBl9kBwB8q8/21su5Swtl9X51k5jVrJQIWfnTXDl3cpzodN6UOJmaEKbUln5cLO09/doyAQDcBw0dAAC4iNyMaOVcUt8uNS2OKyYBADgZmysOK+epY8JsU2cAfD1r49N181McJl6WN3ZoywQAAAAAADBYbUu3bCxvVmp5WfHa8gDu4OIZY+ScSbFK7aPddfL65oPaMgGAK+npN8kflu+W6/6xUZo7epXXvAwit5+RLv+5cY6MCQ/QlvGrPF4GuWfhBKXW2N4rT33BgC8AwMmjoQMAABcxNSHctkZysMKSRm15AACe0dCRnRKhLQvgSr47O0mC/QY+q1mH8D27qkxrJgAAAAAAgC+9t6NG2cwb4uctp2ao2+EBHB+DwSD3XTRFooJ8lfr/5u+Wg4c7teUCAFdQ1tAulzy5Rp5bdcDhtbgwf/n3jXPkjrMyxNvoPI+4zk2LkjMyRym1ZwrLpK61W1smAIB7cJ7f7QAAwDcyehlkQbq6paOguEFbHgCA++k3mWVb1RGllp1EQwdwLEL9feSq2UlK7bVNB6WpvUdbJgAAAAAAgC/lF1Ur57MnjRZ/HzbzAicrKthP7r94ilJr6+mXn7+2XczmQV1UAAAbi8Vi22R03uOrZOehVofXz5oYKytuy5E5qVHijO5emGnbHvKl7j6zPPphsc5IAAA3QEMHAAAuJDddnZS0an+jmLgQCAAYIntr26Sz16TUspNp6ACO1XXzU8R70FX8nn6zvLi2QmsmAAAAAACAquZOh0EueVlx2vIA7sbaIHVpdoJSW1vWJP9YU64tEwA4o7buPrnj1W3ys9eKHO5J+np7yR8umCRPX5MtEXabj5xJemyIXDHLbsDX5irZV9umLRMAwPXR0AEAgAux39BxpLNPdlW3aMsDAHAvm8qblfPY6CDbdDEAxyYuLEDOnxav1F5cWy5ddjclAAAAAAAARlL+dnU7R0Sgj8wfp95zAnByfps3UcaEByi1B97fK/vr27VlAgBnUlR1xLaV4+1t6ucSq3GjguWdW+bLNXNTxGAYtP7CSd1xZroE+g5sOrPOYf3Tyj1aMwEAXBsNHQAAuJCEiEBJjQlSaoUljdryAADcy6aKw8qZ7RzA8VuSm6qcD3f2yeubq7TlAQAAAAAAyC+qUc7nTo4THyOPiwBDKdTfRx66dKpSs27wvXPZNukzmbXlAgDdzGaLPPVFqVzy5BqpaOp0eP27pyRK/k8WyIS4UHEVo0L95cYc9X7QZ/saZM1+nt8BAJwYvqEDAOBictNjlPMXxQ3asgAA3MsWGjqAk5Y5OlROG69+Xnt21QExWcczAQAAAAAAjDDrdoA9Na1KLS8rTlsewJ3NGxct181PUWrbD7bI3z4r1ZYJAHRqaOuRa/+xUe5fuVf67e6ThPh7y1+vmiH3XzxVAgZtu3ClAV/RwX5K7b6Ve2wNLAAAHC8aOgAAcDG5GdEOD9+29/RrywMAcA/VR7qkuqVbqc2koQMYki0d1olTH+yq1ZYHAAAAAAB4ruXbq5VzTIifzB4bpS0P4O5+eW6mpMYEKbXHPy2RHQdbtGUCAB2sw0kXLi2QgqMMKZ2RFC4rbsuRxVNdt8k0yM9b7jgrXantPNQq+XafvQAAOBY0dAAA4GKsF9l9jIavztYpButKm7RmAgC4vs122znCAnwkLSZYWx7Alc1NjZIpY8KUmnWduMXCVCYAAAAAADByrNci8ovUhwoXT4kTo9fAfSYAQ8vfxyiPXj5N+XVmvZ97x7Jt0t1n0poNAEZCb79Z7luxR37w/AZpbO9VXjMYRH7ynXGy7Ka5khgZKK7uipmJkmbXxPfg+/t4vwcAHDcaOgAAcMEu/2y7iemFJY4TDQAAOJmGDutkHC9u7AInxGAwOGzpKDrYIusPNGvLBAAAAAAAPM+emjYpbehQanlZ8dryAJ5iWmK43PKdcUptf327PPzBPm2ZAGAkVDR1yGV/XyNPF5Q5vDYqxE/+df1s+dk548Xb6B6PrVr/d9y9cIJSO3SkS15aW6EtEwDANbnH74wAAHiYnPQY5VxQ0qgtCwDAPRs6ZqZEassCuIOFk0dLQkSAUjvaDQwAAAAAAIDhkr9d3c4xJjzANsgFwPC79fRxMnlMqFJ7bvUBWVfWpC0TAAynt7ceksWPrbINuLJ3RuYoef+nuTJvXLS4mzMnjJJT7O6rPv5piRzpVLeTAADwTWjoAADABZ2aoTZ0HGjskKrmTm15AACuraOnX3bXtCq1GUnqNigAxz+V6YYFY5Xap3vrpaSuTVsmAAAAAADgOSwWi+QXqQ0d502Ns20WBTD8fIxe8ujl08TXe+DRLItF5GevFUlbd5/WbAAw1PcZ71y2TX766jZp7+lXXvM1esnv8ibKsz+YKZFBvuKOrJ+t7l2sbulo7e6XJz7dry0TAMD10NABAIALmhgX6vBlt5AtHQCAE1RUdURMZstXZ6OXwbYSHsDJuXxWooQH+ig1tnQAAAAAAICRYJ2OffBwl1LLy4rXlgfwRBmxIfKLc8YrNeuvyz8u36MtEwAMpZ2HWuS8x1fJm1sOObyWGh0kb/54nlw3f6zbN5Ra76sunhqn1F5cW8FgVgDAMaOhAwAAF+TlZZAFdqsoC4obtOUBALi2zRWHlfOk+FAJ8DVqywO4i0Bfb/n+nGSl9va2Q1LX2q0tEwAAAAAA8Az22znGRgfZrvsBGFk/nD9WZo+NVGqvbqqST/bUacsEAEOxCezZwjK56G+r5UBjh8Prl89MkPxbF8jkMWHiKawNfD7GgcaVXpNZHvpgn9ZMAADXQUMHAAAuKjcjRjmvLm2UfpNZWx4AgOvaZNfQkZ0coS0L4G6+Py9F/LwHLr/0mSzywupyrZkAAAAAAIB7M5stsny72tCRNzXO7adjA846qO/hy7IkyG6I0i/f2CHNHb3acgHAiWps75Ef/mOj/PG9PbZ7HoMF+3nL0iunyYOXZkmQn7d4kuSoILnabsjXu0XVsv3gEW2ZAACug4YOAABcVE66uqGjrbvftj4bAIDjvbm7pZKGDmC4RAf7ySXZCUrtX+srpL2nX1smAAAAAADg3jaWN0tda49Sy8uK15YH8HSJkYHy27yJDg9E//rtHbYp9wDgKlbvb5SFSwvls30NDq9lJYbLitty5IJpY8RT3XZ6uoT4q40s963Yw3s9AOBb0dABAICLig31l/GxIUqtsMTxSzMAAN+kpL7d1hQ42Mxkdf07gJNzY06qDB6Aaf0198qGSp2RAAAAAACAG8u3286ROTpE0u3uKQEYWZfPTJQzMkcptRU7am3T2wHA2fWZzPLA+3vl6ufWS0Ob2jRqdfOpafL6zXMlKSpQPFlEkK/c8p1xSm1dWbN8tq9eWyYAgGugoQMAADfa0lFQTEMHAOD4bK5Qt3OMCQ+Q0WH+2vIA7mhsdJCcPTFWqT236oDtBggAAAAAAMBQ6jeZZeWOWqV23tQ4bXkA/JfBYJD7L5kiEYE+Sv03b++UmpYubbkA4NtUNXfKZX9fK09+Xir2iyZiQvzkpetPkbsXZoqPkUdRra6dlyLxdvda71+x1/YZDQCAr8PvogAAuLDcjBjlvK3qiLR09WnLAwBwPZsqmpVzdnKEtiyAO1uSm6aca1q6JZ/pewAAAAAAYIitLWuSpo5epXbe1HhteQAMGBXiL/930RSl1trdL794fbtY7J+SBgAnYL2PsWhpoe1ZFHunZsTIyttzJCddfW7F0/n7GOVn54xXaiX17fL65oPaMgEAnB8NHQAAuLBTxkaKr/fAb+dmi8ja0katmQAArmWL3YaOmSk0dADDwdosNdOuYerpgjJu1AIAAAAAgCFlP0BiakKYpEQHacsDQLVoSpxcOE1tsiosaZSX11dqywQA9jp7rc1mRXLrf7ZKW0+/8pqP0SC/XjxBXrh2lkQH+2nL6MwunDZGJsaFKrVHPyq2/XsFAOBoaOgAAMDFO/tnj41UagUlNHQAAI5NQ1uPlDd1KrUZSTR0AMNlSW6qct5b28ZnNwAAAAAAMGR6+k3y/s5apZbHdg7A6fz+/MkyOtRfqd333h450NihLRMAfGlXdYuc9/gqWbbJcaNESlSgvPmj+XJDTqp4eRm05HMF1n839y6aoNTq23rk2cID2jIBAJwbDR0AALi4nPRo5VxQ3MCkZwDAMdlst50jyNcomaNDtOUB3N2ZE2IlNUadiPl0Qam2PAAAAAAAwL0UFjdKa7c6+Xnx1DhteQAcXVigjzx46VSl1tVnkruWbROTmfu8APSwPmfyj9UH5KK/rpGyBscGs4tnjJHlt+XIlIQwLflczYL0aMnNiFFqT31Rahu4BwCAPRo6AABwcfZfAA8e7nKYtg4AwNFsqVQbOqYlhYu3ka+JwHBOZFqSo27pWL2/SXYeatGWCQAAAAAAuI/87dXKeVZKhMSHB2jLA+Cb7/FeMydZqW2pPCJPMQAGgAbNHb1y44ub5H/yd0uvyewwEO7PV2TJo5dPk2A/b20ZXdE9CzPFMGiRSUevSZZ+UqwzEgDASfGkDgAALm58bIjEhPgptcKSBm15AACuY1N5s3LOTo7UlgXwFBdOHyPRwepnt6cLyrTlAQAAAAAA7qGr1yQf7a5TanlZ8dryAPh29yzKlJSoQKX254+KZXd1q7ZMADzP2tImWbi0QD7eU+/w2pQxYfLebTly0fQELdlc3YS4ULlkhvrv7j8bqmR/fbu2TAAA50RDBwAALs5gMEhOerRSKyimoQMA8M26+0yy85B6U2hmcoS2PICn8PcxynXzU5TaeztqpKqZDWsAAAAAAODEfbavXjp7TV+dvQwiCyfHac0E4JsF+nrLI5dn2X69fqnPZJE7l22Tnv6BX88AMBz6TWZ55MN9ctWz66Sutcfh9SW5qfLGj+ZJSnSQlnzu4q6zM8TPe+AxXZPZIg+8v1drJgCA86GhAwAAN3BqRozDBIXefnUNJgAAg+081KKsTLau+52WFK41E+Aprp6dLIG+RuXi/XOrDmjNBAAAAAAAXFt+UbVynpsW5bDhHYDzsW7OvvnUNKW2t7ZN/vxRibZMANzfwcOdcsXT6+TxT/eLxaK+Fh3sK/+4bpbcu2iC+A5qRMCJiQsLkOsXjFVq1q1qGw40a8sEAHA+/I4LAIAbmD9O3dDR0WuSrZWHteUBADi/zRXq7xPjY0Mk1N9HWx7Ak4QF+sgVsxKV2qsbq+RIZ6+2TAAAAAAAwHW1dffJp3vrlVre1HhteQAcn9vPTJfM0SFK7emCUtlUzsO+AIbeyh01smhpocO9Qquc9GhZcXuOnDZ+lJZs7urm09IkMshXqd23Yo9Y7LtpAAAei4YOAADcQHSwn0yKD1VqhSWN2vIAAJzfJruLtNnJEdqyAJ7IOo3J6GX46tzVZ5KX11VozQQAAAAAAFzTx3vqpGfQ5nZvL4OcO3m01kwAjp2ft1H+fMU08TEOXC80W0Tueq1IOnr6tWYD4D66ek1yz5s75Ef/2iKt3ep7i/Wzwz0LM+Wf150io0L8tWV0V9aherefka7UtlUdkRU7arVlAgA4Fxo6AABwEznpMcq5oKRBWxYAgHOzTnvZYtfQMTOFhg5gJCVEBMriKXFK7R9rKqS7z6QtEwAAAAAAcE35RTXKOTcjRsID1SnQAJzbhLhQufOs8UqtoqnTNsEdAE7W3tpWOf+JVfKfDZUOryVFBsrrP5onN52aJl6DBlFhaH33lCRJiQpUag9+sFd6BzXlAgA8Fw0dAAC4idyMaOW841CLNHf0assDAHBe5U2d0mT3e0R2UqS2PICnWpKbqpwb23vkra2HtOUBAAAAAACu50hnrxQUq0O+8rLUIRIAXOd6of027X+tr5Qv7H6NA8DxDHl7aV2FXPDEaimpb3d4/fyseHnvtgUyLTFcSz5P4uvtJb88N9Ohce9f69neDgCgoQMAALdhvbgX4GP86myxiKze36g1EwDAOW0qb1bOMSF+khgZoC0P4KkmjwmTBePUptxnCsvEbLZoywQAAAAAAFzL+ztrpX/QtQTrw4JnTojVmgnAiTF6GeSRy7KUe75Wv3i9yNa8BQDHw/q+cfPLm+U3b++UHrstEIG+Rnno0qmy9MppEuLvoy2jpzl38miZkaQ2zzz2SYm0dPVpywQAcA40dAAA4Cb8vI0yJ1Wdrl5YwrQWAICjLZWHlXN2UoQYDKxQBpxhS0dZQ4d8vKdOWx4AAAAAAOBalm+vUc6njx/Fg5mAC0uJDpJfLZ6g1Opae+S37+zSlgmA69lwoFkWLi2UD3Y53m+YFB8q+bcukMtmJnJ/cIRZ/33fu0h9jz/c2Sd//6JUWyYAgHOgoQMAADeSkx6jnAuKG20rNAEAGGxTudrQMTNFXeEOYOTkpEfLhLhQpfZ0QZm2PAAAAAAAwHU0tPXImlJ1W3teVry2PACGxvdmJ0luhnrf992ialm+vVpbJgCuod9klr98XCxXPr1Walq6HV6/bn6KvPnjeZIWE6wlH6z3ZSPlnEnqNrXnVx2Q6iNd2jIBAPSjoQMAADdif2GvtrVb9te3a8sDAHA+LZ19UmL3e0N2Mg0dgM5pTEtyxyq1TRWHZXNFs7ZMAAAAAADANazcWSPmQXO9An2NcnrmKJ2RAAzRNcMHL5kqof7eSv3Xb++U+lbHB7QBwMraEHDVM+vlLx+XKJ8PrCKDfOW5H8yU3+VNEj9vo66I+P9+eW6mGL0GtqP09JvlkQ+LtWYCAOhFQwcAAG4kLSZI4sP8lVpBiTqZCQDg2bZUqts5/Ly9ZFJ8mLY8AETOmxrv8BnuqS/Y0gEAAAAAAL5ZfpE6rf+sibES4MtDmoA7GB3mL3+4cLJSO9LZJ798Y7tYLHZPagPweB/sqpWFSwtlQ7njsKh5aVGy8vYcOWOCuhUC+qTGBMtVpyQptTe3HpTd1a3aMgEA9KKhAwAAN5vWkpOubukoKG7QlgcA4Hw2V6gNHVkJ4eLrzVdDQCcfo5f8cIG6peOjPXVS1sCmNQAAAAAA8PVTuDeWq9f68qbGa8sDYOidnxUvi6fEKbXP9jXIqxurtGUC4Fy6+0zym7d3yk0vbZaWrj7lNesGiJ+fM15eun62xIaqQ6Wg3+1npkvQoEZca6/e/Sv3aM0EANCHp3YAAHAzuRlqQ8f6A022L/EAAFhtqlAn88xIjtCWBcCAK09JkhB/b+XC/TOFB7RmAgAAAAAAzuu97TXK2XpdIScjWlseAMMzzM+6pSMmxE+p/2H5bqls6tSWC4BzKKlrkwv/ulpeWlfh8NqY8ABZdtNcueU742yNHXA+0cF+cvOpaUqtsKSRoa0A4KFo6AAAwM3MHxclhkHfx7v7zA7T2AEAnqnPZJZtVUeU2kwaOgCnEOznLd+bnazU3thyUBraerRlAgAAAAAAzmv59mrlfO6k0eLnPTDlGYB7iAzylQcumaLUOnpN8rPXisRktmjLBUAfi8Ui/15fKXlPrJK9tW0Ory+eGicrbs+RbO4BOr0bclIlNlRt2rtvxR7e3wHAA9HQAQCAmwkP9JWpCeFKraCEDn4AgMiemlZbo99gbOgAnMd181PE1zhwqaa33ywvri3XmgkAAAAAADifiqYOKTrYotTysuK15QEwvE7PjJXvnpKo1DaUN8vzq9jwC3ials4+ueXfW+Tet3Y43PPz9/GyNYA98d3pEhbgoy0jjl2Ar1HuOmu8UrM26by19ZC2TAAAPWjoAADADeWmqyu1C4obtWUBADiPTeXqxqbUmCDbdC8AziE21F8unK4+fGFdld7Z268tEwAAAAAAcD7Lt9coZ+s1vnlpUdryABh+v1o8URIjA5TaQx/sk31Hmc4PwD1trmiWRY8VyoodtQ6vZY4OkeW3LpArZiWJwWDQkg8n5pLsBBkfG6LUHvlwn3T3mbRlAgCMPBo6AABwQ7kZMQ4T2evburXlAQA4h82VakNHdhLbOQBnsyQ3VTkf6eyTZRurtOUBAAAAAADOJ7+oWjkvmjJavAdt/QTgfoL9vOXhS7Nk8HPavSaz3Llsm23TLwD3ZTJb5IlPS+Typ9bJoSNdDq//YG6yvH3LfBk3Sm0KgGswehnk7kWZSq2mpVueX80WJgDwJHyjBwDADU1LDLdd1Bts9X62dACAJ7NYLLLZbkPHzBQaOgBnY73hckbmKKX27KoD0m/ipiwAAAAAABAprmuTvXYT+fOmqhs/Abin2alRcmOOOhBmV3Wr7UFvAO6ptqVbrn52vTz8YbGtsWOw8EAfefqabPn9BZPF38eoLSNO3mkZMQ7b1p78rFSa2nu0ZQIAjCwaOgAAcEM+Ri+Za/dlr7CYhg4A8GTVLd1S26pua8pOjtSWB8Cxb+k4eLhLVux0XKEOAAAAAAA8z3K77RyxoX4yK4XrfICnuPOsDMmIDVZqf/28VLbabegG4Po+3l0nC5cWyNqyJofXZo+NlJW358jZk0ZryYahZTAY5N5FE5RaW0+/PP7pfm2ZAAAji4YOAADcVG56tHIuKGkUs93EBgCA59hU3uwwtSc1OkhbHgBf75SxkZKVGK7Uni4otW3aAQAAAAAAnst6bWD59hqltnhKvHh5GbRlAjCyrFP4H718mngP+nVvndp/17Ii6eo1ac0GYGh095nkf97dJTe8uEkOd/Ypr1l/6Vsbu/594xyJCwvQlhFDb/KYMLlwmrp17eV1FVLe2KEtEwBg5NDQAQCAm8rNiFHOje09Diu4AQCeY0uFOp0rOymCG72AE09iusluS8fOQ62yttRxChcAAAAAAPAcu6pbpczuob68rDhteQDoe+j39jPSlZr1veGB9/dqywRgaOyvb5eL/7ZG/rGm3OG1+DB/efWmuXLbGeli5B6fW/rZOePF1zjwSG+/2SIPfbBPayYAwMigoQMAADeVHBUkSZGBSq2wpEFbHgCAXpvsGjpmJEdoywLg250zabQkR6mf5Z4qKNOWBwAAAAAA6Je/vVo5J0QEyDS7LZ8APMOPTktz2PJrfQB89f5GbZkAnNwWrmUbqyTv8VWyu6bV4fVzJ42WlbfnyqyUSC35MDISIgLl2vkpSu29HTWypVK9zwsAcD80dAAA4MZy0qOVc2EJF/AAwBO19/TLHruLvzNp6ACcmnW61g0Lxiq1L4obZG+t440cAAAAAADgGQ96Li+qUWp5WfG2TZ8API+30UsevTxL/LzVR79+9lqRtHT1acsF4Pi1dvfJba9sk1+8sV26+kzKa9Zf4/930WR58uoZEhbooy0jRs4tp42TsAD1/+v73ttj+ywIAHBfNHQAAODGcjNilPOG8mbp6lUvAAAA3F9R1RExD7rG5+1lkKkJTO4DnN2l2YkSGeSr1J5mSwcAAAAAAB5pS+UROXSkS6nlTY3XlgeAfmkxwXLPwkylVtPSLb/P36UtE4Djs7XysCx+rFDyi9QtXFYZscHy7k8WyPdmJ9PA6UGsjTu3nj5OqW2qOCwf7q7TlgkAMPxo6AAAwI3NTYuyTXf+Um+/WdYfaNKaCQAw8jaVq2t4J40JkwBfo7Y8AI6N9dfp9+cmK7V3t1VLTYv68AYAAAAAAHB/9g96psUEyYS4EG15ADiH789NkXlpUUrtzS2H5P2dtdoyAfh2ZrNF/vb5frns72ulqtnxmv/3ZifZmjnGj+b3ek90zdxkSYwMUGoPrNwrfSaztkwAgOFFQwcAAG4s1N9HpieqE9gLSxq15QEA6LG5Um3omJkcoS0LgOO/IevvM3D5pt9skRdWl2vNBAAAAAAARpbJbJEVO2qU2nlT45nWDUC8vAzy0GVZEuLnrdR/9dYOaWzv0ZYLwNerb+2W7z+/QR58f5/tmv9gof7e8uT3Zsj/XTRF/H0Yzuap/LyN8vNz1A1MZY0d8srGKm2ZAADDi4YOAADcXE56jHIuKG7QlgUAoOdm79YKtaEjm4YOwGVEBvnKZdmJSu3f6yultbtPWyYAAAAAADCyNhxolvo29cHsvKw4bXkAOJcx4QHyP+dPUmpNHb1yz5s7xGJRHxYHoNdn++pl4dJCWbXfcRDnrJQIWfnTXFk4hd/jIXLelDiZmhCm1JZ+XCztPf3aMgEAhg8NHQAAuLncjGjlXFLfLjUtjis7AQDuqaS+TdrsLuzR0AG4lhtyxorXoIGb1ov11qYOAAAAAADgGfK3VyvnCXGhMm5UiLY8AJzPxTPGyNkTY5XaR7vr5I0th7RlAjCgp98kf1i+W657YaOt4Wow6/X/285Il//cOMfWoAV8uYHpnoUTlFpje688/UWptkwAgOFDQwcAAG5uakK4bS3nYIUljtMeAADuaVO5up0jISJAYkP9teUBcPySo4Lk3MmjldoLqw9Ib79ZWyYAAAAAADAy+kxmWbmjRqmxnQOAPYPBIPddPEWignyV+u/f3SUHD3dqywVApKyhXS55co08t+qAw2ujQ/3l3zfOkTvPyhBvI49yQjU3LUrOyByl1J4pPCB1rd3aMgEAhgefAgAAcHNGL4MsSFe3dNDQAQCeY0uF2tAxk+0cgEtakpumnOtae+SdbUzXAwAAAADA3a3e3yiHO/uUWt7UeG15ADiv6GA/uf/iKUrNusH7569tF7PZoi0X4Mne2HxQznt8lew81Orw2lkTY2Xl7TkyJzVKSza4hrsXZipb3Lv6TPLnj4p1RgIADAMaOgAA8AA56THKeVVJg5i4aAcAHmGTXUNHNg0dgEualhgup4yNVGrPFJaJxcJnOgAAAAAA3Fl+UY3DNYLEyEBteQA4t7MnjZZLZiQotbVlTfLPteXaMgGeqL2nX+54dZvc9VqRdPaalNd8vb3kfy+YJE9fky0Rdlt1AHvpsSFyxaxEpbZsU5UU17VpywQAGHo0dAAA4AFy7DZ0WCc57apu0ZYHADAy6tu6pbJZXaWenaw+EA7Addx8aqpyLq5rl8/3NWjLAwAAAAAAhld3n0k+3FWr1M6bGqctDwDX8LvzJ0p8mL9S+9PKvbK/vl1bJsCTbD94RBY/VihvbXXcsp0WEyRv/3i+fH9uihgMg9YuAN/gjjMzJMDH+NXZOr/V+r4OAHAfNHQAAOABEiICJTUmSKkVljRqywMAGBlb7LZzBPt5y/jRIdryADg5p2WMkvRRwUrtqYJSbXkAAAAAAMDwKihukLae/q/O1uc+z5sarzUTAOcX6u8jD1+WpdR6+s1y17Jt0m8ya8sFuDuz2SJPF5TKxX9bIxVN6sA1qytnJUr+rQtkYnyolnxwXaNC/eXGXHXo16d762VNKc/9AIC7oKEDAAAPkZse43ATAADg3jaVqw0d05PCxejFtB/AVXl5GRwu2K8ra7ZN+wIAAAAAAO4nf3uNcp6VEimj7abuA8DRzBsXLdfOS1FqRQdb5G+fMyAGGA4NbT1y7T82yn0r9kq/dX3CICH+3vLEVdPlT5dMlUBfb20Z4dqW5KZKdLCfUrt/xV5bIxEAwPXR0AEAgIfIzYhWzpsrDkv7oKlOAAD3s7lSbejITo7QlgXA0LhgWryMClEv2D9VUKYtDwAAAAAAGB6dvf3y8e46pZaXxXYOAMful+dmSmpMkFJ77JMS2XGwRVsmwB1Zh2kuXFp41KGa1mFrK27LYcMWTlqwn7f89Mx0pbbjUIvkb6/WlgkAMHRo6AAAwEPMHhslPsaBqezWqRDrSpu0ZgIADJ/uPpPsPKTelKGhA3B9ft5GuW7+WKW2ckeNVB5lfTsAAAAAAHBdn+ypl64+01dn6+bdhZNHa80EwLUE+Brl0cunKZu7rfeI71y2zXYPAcDJ6e03y/0r9sj3n98gje09ymsGg8gt30mTZTfNlcTIQG0Z4V6unJXo0Kj34Pv7eE8HADdAQwcAAB4iyM/b4UHewhLHCREAAPdgncjSZxpYsWu9XzMtMVxrJgBD46rZSRLka/zqbN2m/ewqtnQAAAAAAOBO8ovUacvz0qIkOljd2gkA38Z6X+CW09KUWkl9uzzy4T5tmQB3UNHUIZf9fc1RN2hbt2z/6/rZ8vNzMsXHyOOZGDreRi+5+9xMpXboSJe8tLZCWyYAwNDgEwMAAB4kJz1GOReUNGrLAgAYXpvKDyvn8aNDJcTfR1seAEMnLMBHvntKklJbtqlKmjt6tWUCAAAAAABDp7W7Tz7fpw7lypsary0PANf2k9PTZfKYUKX27KoDsq6sSVsmwJW9s+2QLH5slRQdbHF47fTMUbLy9hyZNy5aSza4v7MmxsopKZFK7fFPS+RIJ/eIAMCVjWhDh9lslv7+/pH8RwIAgEFOzVAbOg40dkhVc6e2PACA4bO5olk5z7Tb0gTAtf1wwVjxtq7e+f+6+8xMYAIAAAAAwE18tKtOek3mr84+RoOcM2m01kwAXJevt5c8evk0249fslhEfvZakbT38BwXcKw6evrlrmVFcvsr2xx+7fgaveS3502U534wU6LYqIVhZDAY5N7FE5Raa3e//PWz/doyAQBcoKFj/fr1cuGFF0pUVJQYjUbx8fGRtLQ0+cMf/iDd3d3f+tf39PTI5MmTbb8Rfe973xvuuAAAuLWJcaESGeSr1ArZ0gEAbsdiscjmCnVDRzYNHYBbiQ8PkPOz1MmcL64tl+4+k7ZMAAAAAABgaORvr3YY2BUWyPZdACcuIzZEfnHOeKV28HCX/HH5bm2ZAFey81CL5D2+St7YctDhtdToIHnzx/Nsg5iszzgCw21aYrgsnhqn1P65poKBrgDgwoa1oeOf//ynzJ8/X9555x1b88acOXMkNTVVysrK5Le//a2cccYZtoaNb/KrX/1Kdu3aJXFxcfLEE08MZ1wAANyel5dBFtit9iwsUVd2AwBcX1ljhxzu7FNqNHQA7ufG3FTl3NTRK69vdryZBAAAAAAAXEdzR6+sshvGlWc31AEATsQP54+VU8ZGKrVXNlbJJ3vqtGUCXGGI2nOrDsjFf1tju/9m77LsBMm/dYFMHhOmJR88l7VJz7rF7UvW7W4Pf7hPayYAgBM2dBQVFcmSJUvEZDLJXXfdJXV1dbJ27VrZv3//V40Za9askYceeuhr/x4FBQXy5z//2fbzZ599ViIieAAJAICTlZOuNnSs2t8o/YPWdgMAXJ/9do5RIX6SEBGgLQ+A4TEhLlRyM2KU2rOFZWIyW7RlAgAAAAAAJ+f9nbXSP+i7vb+Pl5w5IVZrJgDuM/zvkcuyJMjXqNR/+cYOWzMZAFVTe4/88B8b5Q/Ld9selh8s2M9bll45TR6y/pry89aWEZ4rOSpIrp6TrNTe2VYt2w8e0ZYJAOCEDR2/+MUvpLe31/bjww8/LMHBwba6da3YLbfcIhdccIHt/J///Oeof31bW5tce+21Yjab5frrr5dFixYNV1QAADyK/UN/bd39UnSwRVseAMDQ21yuNnTMTIlgxTPgpm6y29JR3tQpH+2u1ZYHAAAAAACcnPyiauV8RmYsD4oCGDKJkYHy27yJSq2xvUd+/fYO2yYCAP+1en+jLFxaKJ/ta3B4LSshTN67bYFcMG2MlmzAl247PV1C/NXPifet2MP7OQC4oGFp6Ojo6JDAwECZNWuW/Pa3vz3qn2N9zaq6Wr0Y8aU77rhDDhw4IMnJyfLoo48OR0wAADxSbKi/jI8NUWqFJY4XIQAArmtzpdrQkZ2srlAH4D7mpUXJpPhQpfb3L8q4WA8AAAAAgAuqb+2WdQealNp5U+O05QHgni6fmSinZ45Sait21Mq7dg1lgCfqM5nlwff3ytXPrZf6th6H128+NU1eu3mebTsCoFtEkK/8+LRxSm1dWbN8tq9eWyYAgBM1dAQFBclbb70lGzZssP38aL5s5Dja68uXL5fnnnvONkH2+eefl9BQ9cEEAABwcnLSo5VzYUmjtiwAgKF1pLNX9te3K7Xs5AhteQAML+u1kyV2Wzq2VR2RjXabegAAAAAAgPNbsaNGBs9oCPI1ynfsHroGgKG4pvinS6ZIRKCPUv/N2zultqVbWy5At6rmTrn8qbXyt89Lld+PraKD/eSl60+Ruxdmiq/3sDxyCZyQ6+anSHyYv1K7f8Ve6TeZtWUCABw/LZ8uTCaTvPPOO7afn3HGGcprzc3NcuONN9p+PnPmTFm/fr3cdtttcs8998jKlSvFbOY3GgAATlZORozDQ38tXX3a8gAAhs4Wu+0c/j5eDtP7AbiXxVPiZEx4gFJ7uqBUWx4AAAAAAHBi8rfXKOezJ40Wfx+jtjwA3NeoEH/5v4umKLXW7n75+etFbP+FR8ovqpZFSwtla+URh9dyM2Jk5e05kpOuPmcBOAPrZ8W7zh6v1Erq2+X1zQe1ZQIAuEhDh3XrxqFDh2w//+lPf6q8dvfdd0ttba3t53v27JEPP/zQ9uNTTz0lixYtkrlz50pZWdlx/fMOHjz4jX/U1KgXRQAAcHezx0YqUyNMZousLWVLBwC4g012U/mnJoSLj5FJQYA78zZ6yfULxiq1j/fUy/76Nm2ZAAAAAADA8Tl4uFM2V6jX9vKy4rTlAeD+Fk2JkwumxSu1wpJGeXl9pbZMwEjr7O2XX76+XW79z1Zp6+lXXvMxGuRXiybIP66dJTEhftoyAt/mouljZEKcOuDv0Y+Kbf99AwBcw4g/1WNtnrA2bVhdd911Mn369K9eKyoqkmeffdb28wsvvNDW9PHZZ5/JRx99ZPvrfvvb38qGDRskJyfnq6aPY5GYmPiNf5xyyinD8L8UAADn7tC3NnUMVlBCQwcAuINNdjd9ZyZHaMsCYORcMStRwgJ8lNozBQe05QEAAAAAAMfnPbvtHNbv+QvGMQkcwPD63/MnS2yo+qD6fe/tkQONHdoyASNld3Wr5D2+Sl7dVOXwWkpUoLzxo3lyY26qeHkZtOQDjpX1v9F7F2Uqtfq2Hnm2kPtEAOAqRrShw2w2y/e//31pbm6W5ORkefTRR5XXH3nkEdvavqioKHnppZckNHSga9DPz09+//vfy0UXXSTV1dXy8MMPj2R0AADcTk56tHIuKG5gfS4AuLg+k1mKqtRV0Nk0dAAeIcjPW66Zk6zU3tp6SOpbu7VlAgAAAAAAxy5/e7VyXjh5tLJtHQCGQ1igjzx0aZZS6+ozyV3LtonJzL1juCfrcxH/XFMuF/5ttZQ2dBx128Hy23JkakK4lnzAichJj5HcDLUZ+KkvSqWhrUdbJgDAsRvRb/+/+c1v5OOPP7Y1Z7z66qsSHq5+6Pn0009tP37ve9+T4ODgo/49Lr74YtuP77777jH/c6uqqr7xD+vWDwAAPI39F7mDh7ukvKlTWx4AwMnbVd0qPf1mpUZDB+A5fjAvRXnQo9dkln+sKdeaCQAAAAAAfDvrJPydh1qVWl5WvLY8ADzvvvHVc5KU2pbKI/JUQam2TMBwOdzRKze+uFl+9+4u6bW7pxbka5RHL8+SP18xTYL9vLVlBE7UPQszxTBooUxHr0mWflKsMxIAwNkaOqwNHPfdd5/t508++aTMnj3b4c9paGiw/Xi0174UGxtr+7GysvKY/9kJCQnf+EdcXNwJ/C8CAMC1jY8NkZgQdX1uYcl/fy8GALimzRWHlfO4UcESHuirLQ+AkWX9bHfJjDFK7eV1FdLe068tEwAAAAAA+HbLi9TtHNHBvjJ7bKS2PAA8z72LJkhyVKBS+/NHxbK7Wm02A1zZ2tImWbi0UD7eU+fw2pQxYbatHBfPSNCSDRgKE+JC5RK7/4b/s6FK9te3a8sEAHCiho61a9fKddddZ/v5L3/5y69+bi80NNT2o/3mjsHa2tpsPwYFBQ1LVgAAPIXBYJCc9GilVlDcqC0PAODkba5oVs7ZSWznADzNDTmpyvSl1u5+eXVjlc5IAAAAAADgW+RvVxs6Fk2JE2/jiM3nBAAJ9PW2bSbwGnRtsc9kkTuXbZOefpPOaMBJ6zeZ5dEP98lVz66T2tZuh9dvzBkrb/xonoyN5nlEuL67zs4Qv0Hb3E1mizz4/l6tmQAA327YrwDs2rVL8vLypKurSy677DK5//77v/bPnTRpku3HvXu//jeQdevW2X6cMGHCMKQFAMCz5KbHKOe1pY0Oa0UBAK7BYrE4bOjITqGhA/A0aTHBcuaE/243/dLzqw5In4nPeAAAAAAAOKN9tW1SXKdOTc7LiteWB4Dnyk6OlJtOTVNqe2vb5C8fl2jLBJysg4c75cqn18ljn+4Xi0V9LSrIV164bpb8avFE8R30ADzgyuLCAuT6BWOV2oe762TDAXUwIADAuQzrJ5GdO3fKGWecIU1NTXLqqafKSy+9ZJsG/nUWL15s+/Gxxx6Tjo4Oh9cPHTokzz33nO3n1iYRAABwchbYbejo6DXJ1kr1YWAAgGs4eLhL6lp7lFp2Mg0dgCe6KTdVOR860iXvba/RlgcAAAAAAHy9/CJ1O0dcmD+bdwFo89Mz0yVzdIhSe+qLUtlUzoPAcD0rd9TIoqWFssluIJrVgnHRsvKnOfKd8aO0ZAOG082npUlkkK9Su2/FHtuAQACAhzV01NXVyZlnnmn7ccqUKfLOO++In5/fN/41P/rRjyQ+Pl4qKirk3HPPlfXr14vZbJbu7m7bX5+TkyPNzc0SExNj+3MBAMDJiQ72k0nxoUqtsKRRWx4AwInbYteQFxHoI6mshgY80syUSJmRFK7Unioo40I9AAAAAABOxvpdPX+72tBx3tQ48fL6+kGZADCc/LyN8ucrpomPceB9yGwRueu1Iuno6deaDThWXb0mufetHfKjf22R1m71v1tvL4PcvTBTXvzhKTIqxF9bRmA4hfr7yG2nj1Nq26qOyIodtdoyAQA0NXQ8/PDDtmYOqz179khsbKz4+/sf9Y+CggLbnxccHCzvvvuuJCQkyKpVq2TOnDni4+MjAQEBcuGFF8qBAwdsP7c2d4SGqg+fAgCAE5OTHqOcC0satGUBAJy4TeWHHbZzfNOGRADubUlumnLeU9Mqq/bTuAsAAAAAgDPZcahFKpo6lVpeVry2PABgNSEuVO44K0OpWd+r7l+5R1sm4Fjtq22TC/66Sv69vtLhtcTIAHnt5rly86lpNE/C7V01O1lSogKV2oMf7JXefrO2TAAADQ0d27Zt++rn/f390tPT87V/WLdwfCk7O1uKiork0Ucflblz58qoUaPE29vb1hByxRVXyMaNG211AAAwNHLTo5Xz9kMt0tzRqy0PAODE2K+Lzk6O1JYFgH5nTYx12NLzdEGZtjwAAAAAAMDR8u01yjkpMlCmjAnTlgcAvnRTbpptcNRgL6+rlC+KGQ4I59169fK6Cjn/iVVSXNfu8Pr5WfHy3m05Mj1J/e8acFe+3l7yi3MzHZrz/rW+QlsmAICGho6PPvrI9kHpWP447bTTlL82MjJS7rjjDlmzZo3U1NRIX1+f1NbWyiuvvCKTJk0arsgAAHik7JQICfAxfnW2WERWM70ZAFxKW3ef7KttVWr2N1oAeBajl0FuyElVaoUljbKrukVbJgAAAAAAMMBstsjyomqllpcVx9ZdAE5zffGRy7KU+8hWv3i9SFo6+7TlAo7mSGev/OjlLfLrt3dKj932Aet/ww9dOlWWXjlNQv19tGUEdFg4ebRMTwpXao99UiKt3byPA4DHNHQAAADX4OdtlDmp6hT3whImqwCAK9lWdUTMloGzj9EgUxOY5Ad4uotnjJHoYF+l9gxbOgAAAAAAcApbKg9LdUu3UsvLiteWBwDspUQHyb2LJyi1utYe+e27O7VlAuxtONAsi5YWyvu7ah1emxgXKstvWyCXzUykYRIeyfrf/a8Wqe/jhzv75MnPS7VlAgAcHQ0dAABActJjlHNBcaNtixYAwDVsrjisnCePCRN/u6lZADyP9X3gB3NTlFr+9ho5dKRLWyYAAAAAAPBf+XbbOdJHBcv42BBteQDgaK6enSS5Geq95He2Vcvy7ep7GDDSTGaLLP24RK58eq1Dg6TVdfNT5K1b5klaTLCWfICzmJkSKedMilVqz686INXcKwIAp0JDBwAAcLgIV9vaLfvr27XlAQCcXENHdlKEtiwAnMvVc5JtK+UH3+SyXqgHAAAAAAD69JvM8t6OGoftHEwPB+BsrO9LD14yVUL9vZX6r9/eKfWtjg/RAyPB+iD6d59ZJ3/+uFjZYG8VEegjz/1gpvwub5L4eTP8DLD65bmZYvQa+JzZ02+WRz4s1poJAKCioQMAAEhaTJDEh/krtYKSRm15AADHzvpw9tbKI0ptZgoNHQD+KyLIV66YlajU/rOhUlo6+7RlAgAAAADA060/0CyN7b1K7bypcdryAMA3GR3mL3+4cLJSO9LZJ3e/uUMsFrun6YFh9uGuWln0WKFsONDs8Nrc1Ch5/6e5csYEdRsB4OlSY4LlqlOSlNqbWw/K7upWbZkAACoaOgAAgG2ySk66uqWjsKRBWx4AwLHbV9sm7T39Sm1GMg0dAAZcv2CsDBq8JJ29Jnl5fYXOSAAAAAAAeLT8omrlPCk+1PagHQA4q/Oz4mXxFLXx7NO99fLqxiptmeBZuvtM8tt3dsqSlzbbGooGs24e+Pk54+XlG2ZLbKg6yBLAf91+ZroE+Q5srbH2492/co/WTACAATR0AAAAm5yMaOW8rqzJdlEEAODcNleoE4iSIgNlVAgXqwEMSIwMlEV2N1v/saZcevr5rAcAAAAAwEjr7TfL+7tqlVpeVry2PABwrAMCrVs6YkL8lPoflu+WquZObbngGUrq2uTCv66WF9c6DioaEx4gy26aI7d8Z5ytsQPA0UUH+8nNp6YptcKSRikoZtgrADgDGjoAAIDNgnHRYhh0faO7zyybKw7rjAQAOAb279XZbOcAcBQ35aoX6RvaeuTtrYe05QEAAAAAwFOt3t/oMFncfuo9ADijyCBfeeCSKUqto9ckdy0rEpPZoi0X3JfFYpH/bKiUvCdWyd7aNofXrb9/rrg9R7KTI7XkA1zNDTmpEhuqNubdv3Iv7+EA4ARo6AAAADbhgb4yNSFcqRWU0IkPAM5uEw0dAI7BlIQwmZcWpdSeLigTMxfpAQAAAAAYUflF1cp5RlK4bbsmALiC0zNj5cpZiUptQ3mzPL/qgLZMcE8tXX3yk39vlXve3GEbRjmYv4+X3H/xFHniqukSFuCjLSPgagJ8jXLnWRlKbU9Nq7zFADAA0I6GDgAA8JXc9GjlXFjcqC0LAODb1bV2y8HDXUqNhg4AX2dJbqpyLm3okE/31mvLAwAAAACAp+nuM8mHu+uUWl5WvLY8AHAifn3eREmICFBqD32wT4rrHDcoACdic0WzLFpaKO/tqHF4LXN0iOT/ZIF895QkMRgMWvIBruzS7ETJiA1Wao98uM/2ORUAoA8NHQAA4Cs56THKeXdNqzS09WjLAwD4ZpvttnOE+HlLRmyItjwAnNupGTG2m132WzoAAAAAAMDI+HxfvbT39H91tj6HunhKnNZMAHC8gv285ZHLsmzvYV/qNZnljle3SW+/ukkBOB4ms0We+LRELn9qnRw6og40s/r+3GR5+5b5ks69MOCEGb0Mcs/CCUqtpqVbnl/NpiUA0ImGDgAA8JXpSeG2C3CDrdrfoC0PAOD4GjqmJ0fYLsIBwNFYp5XdmKNu6dhQ3ixbK9X3EgAAAAAAMDzyi9RJ43PGRsmoUH9teQDgRM1OjZIbFoxVaruqW20P4wMnoralW65+dr08/GGxrbFjsLAAH3nqmmz53wsmi7+PUVtGwF2cNj5G5qVFKbUnPyuV5o5ebZkAwNPR0AEAAL7iY/SSuXZf2gqLG7XlAQB8s012DR3ZSRHasgBwDXlZ8TLa7kERtnQAAAAAADD8Onr65ZO9dUrtvCy2cwBwXXedPV7SRwUrtb9+Xirbqo5oywTX9MmeOlm4tEDWljU5vHbK2EhZeXuOnDNptJZsgLsOALPf0tHW0y+PfUJTHgDoQkMHAABQ5KZHK+eCkkYx203AAADo191nkl2HWpTazBQaOgB8M19vL/nhghSl9v6uWjnQ2KEtEwAAAAAAnuDjPXXS3Wf+6mzdtLtwMg0dAFyXdVPCn6+YJt6DNodbNyvcuWybdPWatGaDa+jpN8n/vLtLrv/nJjnc2ae8Zv3P6o4zM+Q/N86R+PAAbRkBdzUlIUwunBav1F5eVyHl3C8CAC1o6AAAAIrcjBjl3NjeI3tr27TlAQAcXVHVEekf1HBnvbCdlRiuNRMA1/DdU5IkxM/7q7PFIvJsIVs6AAAAAAAYTvlFNcp5wbhoiQzy1ZYHAIbC5DFhctsZ6UqtrKFDHnh/r7ZMcA2lDe1y0V/XyD/WlDu8Fh/mL6/eNFduPzPd1gAJYHj87Jzx4msceITYeu/5oQ/2ac0EAJ6Khg4AAKBIjgqSpMhApVZY0qAtDwDg6DZVHFbOE+JCJXjQA9oA8HVC/H3kqtlJSu31zQdtjbwAAAAAAGDotXT2yRfF9UotL0udiAwArurHp6U5DJyyPqS/en+jtkxwXhaLRZZtqpLzHlslu2taHV4/Z1KsrLg9R2alRGrJB3iShIhAuXa+utX9vR01sqVSvQ8NABh+NHQAAAAHOenRyrmwhIttAOBsttg1dGQnR2jLAsD1XDd/rPgYByab9fSb5cW1FVozAQAAAADgrj7YXSt9poFtu9ZJyGdPitWaCQCGirfRSx69PEv8vNXH0H7+WpG0dvdpywXnY/3v4fZXtskvXt8uXX0m5TXrfz9/vHCy/P3qbAkPZIMVMFJuOW2chAX4KLX7V+yxNV8BAEYODR0AAMBBTnqMct5Q3ixdveoFFQCAPmazRTbbTUahoQPA8Rgd5i8XTBuj1F5aW85nPgAAAAAAhkF+UbVyPm18jIT6qw/OAYArS4sJlrsXZiq16pZu+f27u7VlgnPZWnlYFj9WKO/a/Z5olREbLO/+ZIFcPSdZDIaBQUQAhl9YoI/cevo4pbax/LB8uLtOWyYA8EQ0dAAAAAfzxkWJ0WvgQklvv1nWH2jSmgkAMKCssUOOdKpTrWjoAHC8luSmKufDnX3y2uYqbXkAAAAAAHBHTe09sqZUvcdyXla8tjwAMFx+MDdF5qVFKbU3thyU93fWassE5xhS9uTnpXLZ39dKVXOXw+tXzU6Sd25ZIONHh2jJB0DkmrnJkhARoNQeWLlX+kxmbZkAwNPQ0AEAABxYp0JNTwxXaoUljdryAABUmyualfPoUH8ZE65eZAOAb5MRGyLfGa9uZnu28ICYzKzRBgAAAABgqKzcWat81w7wMcqZE0ZpzQQAw8HLyyAPXZYlIX7eSv1Xb+2QxvYebbmgT31rt3z/+Q3ywPt7pd/uunOov7c8+b0Zct9FUyTA16gtIwARP2+j/Pyc8Q4DBl/ZyBAwABgpNHQAAICjyklXH+4rLGnQlgUAoNpccVg5Z6dEsIIawAlZkpumnCubO5mYBwAAAADAEMovqlbOZ0wYJYG+6sPOAOAurMOnfnf+JKXW1NEr97y5QywWBsl4ks/21cvCpYWyar/j4MiZyRGy4vYcWTglTks2AI7ypsbL1IQwpbb042Jp7+nXlgkAPAkNHQAA4KhyMqKVc3Fdu9S0OK5ABQCMvE32DR1JEdqyAHBtc1IjHS7QP1VQys1VAAAAAACGQG1Lt2woV7ft5mXFa8sDACPhkhlj5OyJsUrto9118saWQ9oyYeT09pvlj8t3y3UvbLQ18wxmnU122+nj5JUlcyQhIlBbRgBH37J0z8IJSq2xvVee/qJUWyYA8CQ0dAAAgKPKSgi3rTkdrLDEcXoGAGBkNXf0SllDh1KbmUJDB4ATY93usyQ3ValtP9gi68rUh00AAAAAAMDxe29HjQyemRDi5y2nZqgb0gHAHa853nfxFIkK8lXqv393lxw6wgBBd3agsUMueXKNPLvqgMNro0P95d83zJE7zx4v3kYeWQSc0dy0KDkjc5RSe6bwgNS1dmvLBACegk9HAADgqIxeBlmQrm7poKEDAPTbYredI8DHKBPiQrXlAeD6zp00WhIjA5Ta0wVMXAIAAAAA4GTlF1Ur57MnjRZ/H6O2PAAwUqKD/WxNHYO19fTLz18rErOZ7cDu6M0tB+W8xwplx6EWh9fOnBArK27PsT0sDsC53b0wU7wMA+euPpP8+aNinZEAwCPQ0AEAAL5WTro6JWpVSQMX2ABAs012DR1ZiWHiwyQjACfBOg3txhx1S8dn+xqkuK5NWyYAAAAAAFxdVXOnbKs6otTOy4rTlgcARto5k0bLJTMSlNqa0ib559pybZkw9Np7+uWOV7fJncuKpKPXpLzm6+0lvz9/kjzz/WyJtNvYAsA5pceGyBWzEpXask1V3DMCgGHGUz8AAOBr5dht6Djc2Sc7qx0nagAA9G3oyE6O0JYFgPu4LDtRIgJ9lNrTBWXa8gAAAAAA4OqWb69RzuGBPrJgnHrfBQDc3e/OnyjxYf5K7U8r98r++nZtmTB0th88YtvK8dbWQw6vpcUEyds/ni8/mJciBsOgcf8AnN4dZ2ZIwKCtcta5r9b3bgDA8KGhAwAAfK2EiEBJjQlSaoUljdryAICn6+03S9FBdarfzORIbXkAuI8AX6NcMzdFqb2z7ZDUtnRrywQAAAAAgCvLL6pWzgsnx7FpF4DHCfX3kYcvy1JqPf1muWvZNuk3mbXlwskxmy3yTEGZXPLkGilv6nR4/cpZiZJ/6wKZGB+qJR+AkzMq1F9uzFU3u3+6t17WlPK8EAAMF64WAACAb5SbHqOcC4obtGUBAE+3q7rFdqNjsBlJbOgAMDR+MDdZ/LwHLhX1mSzywpoDWjMBAAAAAOCKrJPnd9e0KrW8rDhteQBAp3njouXaeeowmaKDLfK3z0u1ZcKJa2jrkev+sVH+b8Ue2zXkwUL8vOXx706XP10yVQJ9vbVlBHDyluSmSnSwn1K7f8VeW0MXAGDo0dABAAC+UU66uv57c8Vhae/p15YHADyZ9T14sPRRwRIW6KMtDwD3EhXsJ5dmJyi1f6+rlLbuPm2ZAAAAAABwRcu3q9s5YkL8ZPbYKG15AEC3X56bKakxQUrtsU9KZMfBFm2ZcPwKSxpk4dJC+eIoQyCnJ4XLittzJC8rXks2AEMr2M9bfnpmulLbcahF8u0+5wIAhgYNHQAA4BvNSY0SH6Phq3O/2SLrSpu0ZgIAT2Xf0DEzhe0cAIbWDTmpYhj46CdtPf3yyoYqnZEAAAAAAHApFotF8ovUB90WT4kTo9egL9wA4GECfI3y6OXTlPdC633nO5dtk+4+k9Zs+Ha9/Wa5f+Ueuea5DdLY3qO8Zr2efMt30mTZTXMlMTJQW0YAQ+/KWYkOzXgPvr9Pevp53waAoUZDBwAA+EZBft6SnRzhMHkDADDyN4I32TV0zEiioQPA0BobHSTnTByt1J5bdcB2ww4AAAAAAHy7PTVtUtrQodTysuK05QEAZzEtMVxuOS1NqZXUt8sjH+7TlgnfrrKpUy57aq089UWZw2ujQvzk5etny8/PyRQfI48hAu7G2+gld5+bqdQOHemSF9dUaMsEAO6KT1IAAOBb5aTHKOfCkkZtWQDAUx083CUNberUo5kpkdryAHBfS05NVc61rd0Ok0UBAAAAAMDRLd+ufoceEx4g0xMZzAIAVj85PV0mjwlVas+uOiDrypq0ZcLXe2fbIVn0WKEUVR1xeO0742Nk5e05Mn9ctJZsAEbGWRNj5RS7e9KPf1oiRzp7tWUCAHdEQwcAAPhWuXYNHWWNHVLV3KktDwB4ok0Vzco5KshXUqJYXQ1g6Fm3/9hfnH+msMy2KQgAAAAAAHw963fnfLuGjvOmxomXl0FbJgBwJr7eXvLo5dNsP37JetnxZ68VSXtPv9ZsGNDR02/7/+T2V7Y5/P/iYzTIb86bKM9fO0uigv20ZQQwMgwGg9yzSN3S0drdL3/9bL+2TADgjmjoAAAA32pSfKhEBvkqNbZ0AMDI2lR+WDnPSI6wXUADgOGwJFfd0rG3tk2+KG7QlgcAAAAAAFdQdLBFqpq7lFpeVry2PADgjDJiQ+TnZ4932FL+x+W7tWXCgJ2HWiTv8VXy+uaDDq+NjQ6St348X65fMJZ7VIAHmZ4UIYunxim1f66pYBAsAAwhGjoAAMC3sk6OWmC3KrWwhAf6AGAkba5QGzqykyO0ZQHg/k7PHCVpMUFK7emCMm15AAAAAABwBflF1Q4PvlqHZgEAVD9cMFZOGatuCX5lY5V8urdOWyZPZ90y9fyqA3Lx39ZIWWOHw+uXZifI8lsXyOQxYVryAdDrF+eMt23o+VKvySwPf7hPayYAcCc0dAAAgGOSk642dKze3yj9JrO2PADgSVq7+2RfXZtSm0lDB4Bhbui139KxprTJNp0NAAAAAAA4Mpstsny72tCRNzWOCeYAcBRGL4M8clmWBPkalfovXt8hzR292nJ5qqb2Hrn+n5vkf5fvtj2kPViwn7csvXKaPGz9/8vPW1tGAHolRwXJ1XOSldo726plx0HuGwHAUKChAwAAHJPcjBjl3Nrdb1sdDgAYftsqj4jFMnD2NXoxAQnAsLtw+hiJCfFTak+xpQMAAAAAgKPaWN4sda09Si0vK15bHgBwdomRgfKb8yYqtcb2Hvn12zts2yIwMtbsb5SFSwvl0731Dq9lJYTJe7ctkAumjdGSDYBzufX0dAmxa+y6b8Ue3rMBYAjQ0AEAAI5JbKi/jI8NUWqFJQ3a8gCAJ9lUcVg5Tx4TKv4+6tQqABhqft5GuXZeilJbsaNGqpo7tWUCAAAAAMBZLd9eo5yt91TS7e6rAABUV8xKlNMzRym1FTtq5d0ideMRhl6fySwPvr9XvvfceqlvUxsSrW46NVVeu3mebSo/AFhFBvnKj78zTqmtLWuSz/Y5NoQBAI4PDR0AAOCY5aRHK+fCkkZtWQDAk2yxa+iYmRKpLQsAz3L17GQJ9B1oIDOZLfLcqgNaMwEAAAAA4Gz6TWbbEITB8rLitOUBAFdhMBjkT5dMkYhAH6X+m7d3Sm1Lt7Zc7s46tOfyp9bK3z4vVTbEW0UH+8mLPzxF7lk4QXy9ebQQgOq6+SkSH+av1O5fsdf2eRgAcOL41AUAAI5ZTkaMct5WdURauvq05QEAT2C9+LW1Um3omJEUoS0PAM8SFugjV85KUmqvbqySwx292jIBAAAAAOBsrJOJm+y+K583NV5bHgBwJaNC/OWPF05Raq3d/fLz14vEYt9tgJO2fHu1LHqsULZWHnF4LTcjRlbenmP7EQCOxt/HKHedPV6pldS3y+ubD2rLBADugIYOAABwzGaPjVSmcFgnNK8tZUsHAAynvbVt0tFrUmrZyTR0ABg5P1yQIkYvw1fnrj6TvLyuQmsmAAAAAACcSX5RtXKemhAmKdFB2vIAgKtZPDVOLpimNsIVljTKy+srtWVyN529/XL3G9vlJ//eKm3d/cprPkaD/GrRBPnHtbMkJsRPW0YAruGi6WNkQlyoUnv0o2Lb+wwA4MTQ0AEAAI6r097a1DFYQQkNHQAwnLbYbedIjgrkYjqAEZUQESh5U+OU2j/Xlkt3n9psBgAAAACAJ+rpN8n7O2uVWh7bOQDguP3v+ZMlNlS9/3Hfe3ukvLFDWyZ3saemVfIeXyWvbKxyeM163+mNH82TG3NTxWvQYB8A+DrW94p7F2Uqtfq2Hnm28IC2TADg6mjoAAAAxyUnPVo5FxQ3sOoWAIbRpnK1oYPtHAB0WJKbppwb23vlzS2HtOUBAAAAAMBZFBY3SqvdpHPrpHkAwPEJC/SRBy/NUmrWbcF3LtsmJjP3o0+E9T7+i2vL5YK/rpbSBsfGmAunxcvyWxfI1IRwLfkAuK6c9BjJzYhRak99USoNbT3aMgGAK6OhAwAAHPeXssEOHu6S8qZObXkAwN1trqChA4B+E+NDHRp7ny0sEzM3UgEAAAAAHm759mrlPDM5QuLDA7TlAQBXdmpGjFw9J0mpbak8Ik8VlGrL5KoOd/TKjS9ult++s0t6+83Ka4G+Rnn08iz5y5XTJcTfR1tGAK7tnoWZYhi02Kej1yRLPynWGQkAXBYNHQAA4Lhkjg6RmBB11W1hSYO2PADgzmpbuuXQkS6lNjM5UlseAJ5tSW6qci5r7JCP9tRpywMAAAAAgG5dvSb5aLf63TgvK15bHgBwB/cumiDJUYFK7c8fFcvu6lZtmVzNurImWbi0UD4+yvXbyWNC5b3bcuTiGQlasgFwHxPiQuUSu/eS/2yoktKGdm2ZAMBV0dABAACOi8FgcJjOXFDcqC0PAHjSdo4Qf29JHxWsLQ8Az7ZgXLRMjAtVak8XlGnLAwAAAACAbp/tq7dNIv6Sl0Fk4ZTRWjMBgKsL9PW2bY+wvqd+qc9kkTuXbZOe/oH3XDjqN5nl0Y+K5apn1klta7fD6zcsGCtv/GiejI0O0pIPgPu56+wM8fMeeAzZZLbIAyv3as0EAK6Ihg4AAHDcctNjlPPa0kbpM6lrWgEAJ29TRbNynpEUIV6D72AAwAg39tpv6bA2nm0qV9+rAAAAAADwFPlF1cp5blqUjArx15YHANxFdnKk3HRqmlLbW9smf/m4RFsmZ2fd+H7l0+vksU9KxGxRX4sK8pUXrp0lvz5vovh5G3VFBOCG4sIC5PoFY5Xah7vrZCP3jgDguNDQAQAAjtsCuw0d1ulTW+ymyAMATp79e+vM5AhtWQDAavHUOIkPUx9MeYotHQAAAAAAD9TW3Sef7q1XanlT47XlAQB389Mz0yVzdIhSe+qLUtlsNwwLIu/vrJGFfymQTUe5Z2/dvLzy9hz5TuYoLdkAuL+bT0uTyCBfpXbfij1isdh1lwEAvhYNHQAA4LhFB/vJpPhQpVZY0qgtDwC4o65ek+yqblVq2TR0ANDMx+glP7SbtPTxnjopbWjXlgkAAAAAAB2s34d7+ge2l3t7GeTcyaO1ZgIAd2LdJPHnK6aJj3Fgc7l188Sdy4qko6dfazZn0d1nkl+9tUNufnmLtHar/06svy/98txMefGHp8ioULZHARg+of4+ctvp45Ta1sojsmJHrbZMAOBqaOgAAAAnJCc9RjkXljRoywIA7mhb1RHpH7QT2+hlkKzEcK2ZAMDqylOSJNTf+6uzdcDSs4Vs6QAAAAAAeJblRTXKOSc9WsID1cnEAICTMyEuVO44K0OpVTR1yv0r94in21fbJuc/sUr+tb7S4bXEyABZdvNc+dFpaeLlNdAQAwDD5arZyZISFajUHvxgr/QOaoAGAHw9GjoAAMAJyU2PVs7bD7VIc0evtjwA4G62VKprsSfEhUiQ38AD1ACgS7Cft1w9J1mpvbHlkDS09WjLBAAAAADASDrS2SsFdoOu8rLiteUBAHd2U26awwbzl9dVyhfFnjlw0GKxyMvrKmzNHMV1jpuTrb8fvXdbjsxIYus7gJHj6+0lvzg306EB71/rK7RlAgBXQkMHAAA4IdkpERLgY1QmM6/e36g1EwC4k03lzcp5ZnKktiwAYO/aeSniaxy4rGSdsPTPNeVaMwEAAAAAMFI+2FUrfSaL8gDbWRNjtWYCAHdl3WD+yGVZyr1pq1+8XiQtnX3iaQ2FP3p5i/z67Z3SYzf13vrv58FLp8pjV06TUH8fbRkBeK6Fk0fL9KRwpfbYJyXS2u1Z79UAcCJo6AAAACfEz9soc1LVh4sL7aZRAQBOjNlskS2VR5Sa/fQpANBpVKi/XDR9jFJ7aV2FdPT0a8sEAAAAAMBIyS+qUc6njx8lITw8CwDDJiU6SO5dPEGp1bX2yG/f3SmeYmN5syxaWijv76p1eG1CXKjk37pALp+ZKAaDQUs+ALC+//xqkfpefbizT578vFRbJgBwFTR0AACAE5aTHqOcC0sabSteAQAnp7ShXVq61EklNHQAcDY35o5Vztb3rWWbqrTlAQAAAABgJDS09ciaUnVjeV5WvLY8AOAprp6dJLkZ6v3pd7ZVy3vb1SY7d2MyW2TpxyVyxVNrpbql+6jblN/68TwZNypYSz4AGGxmSqScM0ndXPf8qgNSfaRLWyYAcAU0dAAAgBOWmxGtnGtaumV/fbu2PADgLjZXHFbO8WH+Eh8eoC0PABzNuFEhcuaEUUrt2cID0m8ya8sEAAAAAMBwW7mzRsyDZlsF+hrl9Ez1+zEAYHgmvz94yVQJ9fdW6r9+e4fUtzo2OriDmpYu+e4z6+TPHxcrv/dYRQT6yLPfnyn/c/4k8fcx6ooIAA5+cW6mGL0GtgX19JvlkQ+LtWYCAGdHQwcAADhhaTHBtoeMBysoUadSAQCO3ya7ho4ZbOcA4KSW5KYp50NHuuS9He49EQ8AAAAA4NmWF6nfe8+cECsBvjxICwAjYXSYv/zhwslK7XBnn9z95g6xWOw6Hlzch7tqZeHSQtlwoNnhtTmpkbLy9lw5c6I6BR8AnOVZoqtOSVJqb249KLurW7VlAgBnR0MHAAA4qSkoOenqWtvCkgZteQDAXWyxa+iYSUMHACc1KyVCpiWGK7WnC8rc7uYpAAAAAABfTkrfUK4+WJuXFa8tDwB4ovOz4mXxlDil9uneenl1Y5W4g+4+k/zunZ2y5KXNcqSzT3nNOvH+Z2dnyL9umGNrbgEAZ3XbGekSNKjp2Xrb6P6Ve7RmAgBnRkMHAAA4KTkZ0cp5XVmT9PSbtOUBAFfX1N4jZY0dSi07OVJbHgD4tgbfm09NVWq7qltlTWmTtkwAAAAAAAyX97ar2zlC/L0l1+4+CQBg+K9JWrd0RAf7KfU/LN8tVc2d4sr217fJhX9dLf9cW+Hw2pjwAFl20xz5yenptsYOAHBmMSF+cvOp6pb3wpJGKShmSCwAHA0NHQAA4KTMT4sWw6DrRd19ZtlUrk6WBwAcu8122zkCfIwyIS5EWx4A+DZnTRwtKVGBSu2pgjJteQAAAAAAGC75RdXK+dxJo8XPe2DyMABgZEQG+coDl0xRah29JrlrWZGYzK63Pdi68fiVDZVy3uOrZG9tm8Pri6aMlhW35zAADIBLuT5nrIwKUZvv7l+51yXfpwFguNHQAQAATkpEkK9MTQhXagUldNQDwInaXKk2dExLDBdvI1/dADgv6zS4G3LULR3WCUt7alq1ZQIAAAAAYKhVNHVI0cEWpZaXFa8tDwB4ujMmxMqVsxKV2obyZnl+1QFxJS1dffKT/2yVu9/cYRueOJi/j5fcf/EU+etVMyQswEdbRgA4EYG+3nLX2RlKzXrv6O2th7RlAgBnxVNBAADgpOWmq+vEC4sbtWUBAFe32W7L0cyUCG1ZAOBYXZqdIFFBvkrtGbZ0AAAAAADcyPLtNQ7T4eelRWnLAwAQ+fV5EyUhIkCpPfThPimuc9xy4axb2xctLZT37H6PscocHSL5P1kg3z0lSQwGg5Z8AHCyLs1OlIzYYKX2yIf7pLvPpC0TADgjGjoAAMBJy0mPUc67a1qloa1HWx4AcFU9/SbZfkid8pedTEMHAOfn72OU789NUWrvFlVL9ZEubZkAAAAAABhK+UXVynnRlNFs1gUAzYL9vOWRy7JkcL9Db79Z7nh1m+1HZ2UyW+Svn+2Xy59aK4eOcg31mjnJ8vYt8yU9NkRLPgAYyi3v9yycoNSqW7rl+dWutU0JAIYbVxcAAMBJm54UbrtYNtiq/Q3a8gCAq9p5qFW5wWC9ATE9iYYOAK7hmrnJ4u8zcKmp32yRF7ggDwAAAABwAyV1bbK3Vp32ft7UeG15AAADZqdGyQ0Lxiq1XdWt8sSnJeKM6lq75Zrn1stDH+yzNXYMFhbgI09dky1/uHCybYgOALiD08bHOGy2e/KzUmnu6NWWCQCcDQ0dAADgpPkYvWSu3ZevwuJGbXkAwFVtqTisnDNGhdgu3gOAK4gM8pXLZyYqtf9sqJKWrj5tmQAAAAAAGAr522uUc2yon8xKidSWBwCguuvs8ZI+Klip/fXzUtlWdUScySd76uTcvxTImtImh9dOSYmUlbfnyDmTRmvJBgDDxWBw3NLR1tMvj33inI13AKADDR0AAGBI5KZHK+eCkkaxWNSJIgCAb7apolk5z0hmOwcA13LDglTxMgyc23v65d/rK3VGAgAAAADgpFjvdSwvqlZqi6fEi3HwF2AAgFbWbRZ/vmKaeA96b7Zuv7hz2Tbp6jWJbj39Jvl9/i65/p+b5HCnOgDHGvmnZ6bLf5bMkfjwAG0ZAWA4TUkIkwunqRvuXl5XIeWNHdoyAYAzoaEDAAAMiZz0GOXc2N4je2rU9eMAgG++MbzZbkPHTBo6ALiYpKhAWTg5Tqm9sPqA7YYlAAAAAACuaFd1q5TZPWiWl6V+9wUA6Dd5TJjcdka6Uitr6JAH3t8rOpU2tMtFf10jL6wud3gtLsxfXlkyV356ZgaNggA8YpuSr3HgkeV+s0Ue+mCf1kwA4Cxo6AAAAEMiJTpIkiIDlVphSYO2PADgaiqbO6WxvVepZdPQAcAFLclNVc71bT3yzjZ1kikAAAAAAK4if7v6nTYhIkCmJYZrywMA+Ho/Pi1Nsuzeo/+xplxW72/UMsjrtU1Vkvf4Ktld0+rw+jmTYmXl7TlyytjIEc8GADokRgbKtfNTlNp7O2pka6U69BAAPBENHQAAYMjkpEcr58KSkb8wBgCualO5eqEqOthXkqPURjkAcAXWG6ZzUtWbkM8UlInZbNGWCQAAAACAE30Yd3lRjVLLy4oXg4Ep6gDgjLyNXvLIZVni560+Evfz14qktbtvxHK0dffJ7a9sk5+/vl06e9Xtxb7eXvKHCyfL36/OlvBA3xHLBADO4JbTxklYgI9Su2/FHtvnbgDwZDR0AACAIZOTHqOcN5Q3S5fdBSoAwNFttps8MiMpghvDAFzWTblpyrmkvl0+L67XlgcAAAAAgBOxteqIHDrSpdTOmxqnLQ8A4NuNGxUsdy/MVGrVLd3y+3d3j8g/f1vVEVn82Cp5t8hxa3H6qGB59yfz5Zo5ydwDAuCRwgJ95NbTxym1jeWH5aPdddoyAYAzoKEDAAAMmXnjosToNXDhqbffLOsPNGnNBACuYrPdho6ZKRHasgDAyTptfIxkxAYrtae+KNOWBwAAAACAE5Fv9zBuakyQTIwL1ZYHAHBsfjA3RealRSm1N7YclA921Q7bP9O6ofjvX5TKpU+ukcrmTofXr5qdJO/+ZIFkjub3EQCe7Zq5yZIQEaDU/vT+XukzmbVlAgDdaOgAAABDJtTfR6Ynhiu1wpJGbXkAwFW0dPVJcX2bUstOjtSWBwBOlnW63I05qUpt/YFmKao6oi0TAAAAAADHw2S2yHvba5Ra3tR4JqoDgAvw8jLIQ5dlSYift1K/980d0tjeM+T/vPq2bvnBCxvkTyv3Sr/ZorwW6u8tf/veDLnvoikS4Gsc8n82ALgaP2+j/Pyc8UqtrKFDXt1YpS0TAOhGQwcAABhSOekxyrmwpEFbFgBwFVsrD4tl0PV9X28vmTyGCU0AXNsF08ZIbKifUnu6gC0dAAAAAADXsOFAs9S3qQ/95mXFacsDADg+Y8ID5HfnT1JqTR29cs+bO8Qy+KbMSfp8X70s/EvhUQcdzkyOkBW358iiKfz+AQD2jdJTxoQptb98XCztPf3aMgGATjR0AACAIZWTEa2ci+vapaalS1seAHAFWyoOK+epY8Jsk0kAwJVZm9Oumz9Wqa3cWSMVTR3aMgEAAAAAcKzyt1cr5wlxoTJuVIi2PACA43fJjDFy9sRYpfbR7jp5Y8uhk/579/ab5f/e2y3XvrDR1igymHWZ022nj5NXlsyRhIjAk/5nAYA7blK6d9EEpdbY3itPf1GqLRMA6ERDBwAAGFJZCeG2tbGDHW0aCQBgwCa7ho7s5AhtWQBgKF01O0mC/QY+G5otIs8WHtCaCQAAAACAb9NnMsvKHTVKje0cAOB6DAaD3HfxFIkK8lXqv393lxw6cuJDCQ80dsglT66RZ45yrdO6tfjfN8yRO88eL95GHs0DgK8zNy1KzsgcpdSs76t1rd3aMgGALnxqBAAAQ8roZZAF6eqWDho6AODr9ZvMsq3qiFKjoQOAuwj197E1dQz22uYqababWAcAAAAAgDNZU9okhzv7lNp5U+K15QEAnLjoYD/5v4umKLW2nn75+WtFYrZOoDlOb245KOc9Vig7DrU4vHbmhFGy8vZc20PKAIBvd/fCTPEyDJy7+kzy54+KdUYCAC1o6AAAAEMuJz1GOa8qaTihi2EA4An21rZJZ69Jqc2goQOAG7lufop4D7oa391nlhfXlmvNBAAAAADAN8kvqlbOWYnhkhQVqC0PAODknDt5tFwyI8Ghee+fx3Gdsr2nX+58dZvcuaxIOuzu6/gaveR/8ibKM9+fKZF220AAAF8vPTZErpiVqNSWbaqS4ro2bZkAQAcaOgAAwJDLsdvQYZ1itbPacUIJAEBkU3mzch4bHWSbFgUA7iIuLEDOn6ZOMX1xbYV02d30BAAAAADAGfT0m+SDnbVKLW9qnLY8AICh8bvzJ0p8mL9S+9PKvbK/vv1b/9odB1tsWzne3HrI4bXUmCB5+5b5cu38sWIwDBozDwA4JnecmSEBPsavztZ5sdb3ZwDwJDR0AACAIZcQEWi7cDVYYUmjtjwA4Mw2Vx5Rztls5wDghpbkpirn5o5eeX3LQW15AAAAAAD4Ol/sa5C2nv6vztZnc8+bqg4qAAC4nlB/H3nosiyl1tNvlruWbZN+k/mof43ZbJFnCsrk4idXS3lTp8PrV8xMlOW3LpCJ8aHDlhsA3N2oUH+50e4+0qd762VNKc8ZAfAcNHQAAIBhkZseo5wLihu0ZQEAZ7bZbkMHDR0A3FHm6FA5NUP9fPhsYZmYrGOWAAAAAABwIvnba5TzrJRIGW030R0A4Jrmj4uWa+elKLWigy3yt89LHf7cxvYeue4fG+X/VuyRPpN6HTPEz1se/+50eeDSqRLo6z3suQHAEwaDRQf7KrX7V+y1NdYBgCegoQMAAAyLnPRo5byl8rC0D5poBQAQqT7SJdUt3UptJg0dANzUTXbTlSqaOuXDXbXa8gAAAAAAYK+zt18+3l2n1PKy2M4BAO7kl+dmSmp0kFJ77JMS2Xmo5atzYUmDnPuXQvniKEMLpyWGy4rbc/j9AQCGULCft/z0zAyltuNQi+Rvr9aWCQBGEg0dAABgWMxJjRIfo+Grs3VqybrSJq2ZAMDZbK44rJxD/b0lLSZYWx4AGE5z06Jk8phQpfb3gjKxWJiuBAAAAABwDp/urZeuPtNXZy+DyMLJo7VmAgAMrQBfozx6xTQxWt/k/79+s0XueHWbbUDh/Sv3yDXPbbBt6BjMYBD58Wlp8trNcyUxMlBDcgBwb1fMSpTUGLXh7qEP9klP/8DncwBwVzR0AACAYRHk5y3ZdlPmrZNMAABf39Bhfd/0GnQDAQDcicFgkCW5aUqtqOqIbDjQrC0TAAAAAACD5RepE4Dnj4uW6GA/bXkAAMPDumXjltPUa5Ul9e2S88Cn8tQXZQ5/fkyIn7x8/Wz5xbmZ4mPkcTsAGA7W99e7z81UagcPd8lLayu0ZQKAkcInTAAAMGxy0mOUc2FJo7YsAOAqDR0A4M4WTR4tCREBSu3pAscbpAAAAAAAjLTW7j75bJ86mCpvary2PACA4fWT09NlUry6UfhwZ5/Dn/ed8THy/u05tiY/AMDwOmtirMxKUe+ZP/7pfmk5yvszALgTGjoAAMCwybVr6Chr7JCq5k5teQDAmXT09Mvumlallp0cqS0PAIwEb6OX3LBgrFL7ZG+9lNS1acsEAAAAAIDVR7vqpLff/NXZx2iQcyaN1poJADB8fL295M9XTLP9eDTW3wd+c95Eee4HsySKbU0AMGLb3u9dNEGptXT1yROflWjLBAAjgYYOAAAwbKwTTSKDfJUaWzoA4L+KDh4Rk9ny1dnoZZCsxDCtmQBgJFw+K1HCA32U2jOFbOkAAAAAAOiVv71aOZ+aESNhdt9fAQDuJSM2RH5+9niH+tjoIHnrx/Pl+gVjxcvLoCUbAHiq6UkRsnhqnFL755oKBsgCcGs0dAAAgGFjvbi1wG71bGGJuq4cADzV5vLDDk1wgb7e2vIAwEixvtddMydZqb29tVrqW7u1ZQIAAAAAeLbDHb2yym4gVV5WvLY8AICR88MFY2XRlIGNTJfMSJD8WxfI5DEM4QIAXX5xznjbpqQv9ZrM8vCH+7RmAoDhREMHAAAYVjnpakPH6v2N0m8aWFkOAJ5qc6Xa0JGdHKEtCwCMtO/PTRFfby/lQvwLa8q1ZgIAAAAAeK73d9VK/6Btuv4+XnLmhFitmQAAI8O6Qf2J786Q5bcukM9+dpo8cnmWBPsxgAsAdEqOCpKr7YaDvbOtWnYcbNGWCQCGEw0dAABgWOWkxyjn1u5+KeILFgAPZzZbZEsFDR0APFdMiJ9t0t1gL6+rkPaefm2ZAAAAAACeK7+oWjmfnjlKgniYFwA8hpeXwbaRY2x0kO4oAID/79bT0yXE7jP5fSv2iMUy0IgNAO6Chg4AADCsRof5y/jYEKVWWNKgLQ8AOIP9De22BrfBaOgA4GluzBkrhoFt2dLW3S+vbKjUGQkAAAAA4IHqW7tlbVmTUsubGq8tDwAAAACRyCBf+fF3xik16+f2z/fxzBEA90NDBwAAGHY56dHKubCkUVsWAHAGm8rV7RxjwgMkLixAWx4A0CE1JljOmhCr1J5fdUD6TGZtmQAAAAAAnmfFjhoZPOQ3yNco38kcpTMSAAAAABG5bn6KxIf5K7X7V+6Rfu4lAXAzNHQAAIBhl5MRo5y3VR2Rlq4+bXkAQLdNFc3Kme0cADzVTaemKufqlm5Zvr1aWx4AAAAAgOfJ316jnM+eNFr8fYza8gAAAAD4L+vn8rvOHq/Uiuva5Y0tB7VlAoDhQEMHAAAYdqekRIqv98DHDpPZImtL2dIBwHNtqVA3dNDQAcBTZSdHyky798CnvigTy+DRqAAAAAAADJODhztls921urysOG15AAAAAKgunD5GJsSFKrVHPiyWzt5+bZkAYKjR0AEAAIZdgK9RZo+NVGoFJTR0APBMDW09Ut7UqdRo6ADgyZbkqls69ta2SSGfFQEAAAAAI+A9u+0cYQE+smCcunUcAAAAgD5GL4PcuyhTqdW39chzhQe0ZQKAoUZDBwAAGBE56dHKuaC4gcnLADzSlkp14l+gr1EyR4doywMAup05IVZSY4KU2tMFZdryAAAAAAA8x3K7ho5zJ41WNo4DAAAA0C8nPcbhuaO/f1FqG6YIAO6AKxEAAGDEvlwNdvBwl1TYTagHAE+wuUJt6JieFC7eRr6aAfBcXl4GuTFH3dKxan+j7DzUoi0TAAAAAMD9HWjskB123z3zsuK15QEAAADw9e5dNEEMhoFzR69JHvukRGckABgyPDUEAABGhHX6fEyIn1IrKGnQlgcAnKWhIzs5UlsWAHAWF00fI9HB6mfFZwrZ0gEAAAAAGD7Li6qVc3Swr8xJ5VodAAAA4IwmxIXKJTMSlNq/N1RKaUO7tkwAMFRo6AAAACPCYDA4rD8sKG7UlgcAdOjuM8mOg+rUv+zkCG15AMBZ+PsY5dp5yUpt+fYaOXiYjW4AAAAAgOGRv11t6Fg0JY5NugAAAIATu+vsDPHzHvjMbjJb5IGVe7VmAoChwNUIAAAwYnLTY5Tz2tJG6TOZteUBgJG2q7pFege971lXwk5PCteaCQCcxdVzkiXQ16hchH9+VbnWTAAAAAAA97Svtk2K69RJvnlZ8dryAAAAAPh2cWEBcv2CsUrtw911srG8WVsmABgKNHQAAIARs8BuQ0dHr0m2VBzWlgcARtqmcvU9b3xsiIT6+2jLAwDOJDzQVy6fmajUXtlYKS2dfdoyAQAAAADcU36Rup0jLsxfspPYpAsAAAA4u5tPS5PIIF+ldt+KPWKxWLRlAoCTRUMHAAAYMdHBfjIpPlSpFZY0assDACNtk10TW3YyN4kBYDDrVCWjl+Grc2evSV5eX6E1EwAAAADAvVgf9Fq+XW3oWDwlTrwGfR8FAAAA4JysAxNvO32cUttaeURW7qzVlgkAThYNHQAAYETlpMco58KSBm1ZAGCkbxTbbyWioQMAVImRgbaHaAZ7YXW5dPeZtGUCAAAAALiXnYdapbypU6nlZcVrywMAAADg+Fw1O1lSogKV2gPv75XefrO2TABwMmjoAAAAIyo3PVo5bz/UIoc7erXlAYCRYr1J3GT3fjczOVJbHgBwVktyU5VzY3uPvL31kLY8AAAAAAD3km+3nSMpMlCmJoRpywMAAADg+Ph6e8kvzs1UahVNnfJvtr4DcFE0dAAAgBGVnRIhAT7Gr84Wi8iq/Y1aMwHASNhst50jOthPEiMDtOUBAGc1eUyYzB8XpdSeLiwTs9miLRMAAAAAwD1Yv1suL1IbOvKy4sRgMGjLBAAAAOD4LZw8WqYnhSu1pZ+USGt3n7ZMAHCiaOgAAAAjys/bKHNS1Yn0hSUN2vIAwEjZXNGsnGcmR3CjGAC+xpLcNOVc1tAhn+yt15YHAAAAAOAetlQeluqWbqWWlxWvLQ8AAACAE2O9137voglK7XBnn/z981JtmQDgRNHQAQAARlxOeoxyLixpFIt1VQcAeNCGjpkpEdqyAICzy02PlszRIUrt6QIuwAMAAAAATk6+3XaO9FHBMj5W/f4JAAAAwDXMSomUsyfGKrXnVh2Q6iNd2jIBwImgoQMAAIy43Ixo5VzT0i2lDe3a8gDAcGvp7JPiOvV9bkYyDR0A8E1TlZbkpiq1jeWHHZrjAAAAAAA4ViazRd7bUavUzpsazxZdAAAAwIX9cmGmGL0GPtP39Jvl0Y+KtWYCgONFQwcAABhxaTHBEh/mr9S+KG7UlgcAhtuWKvUBZF9vL5kcH6YtDwC4gryseImz+8zIlg4AAAAAwIlaX9Ykje09Su28rDhteQAAAAAMzTNIV52SpNTe2HJQdle3assEAMeLhg4AADDirNOuctJjlFphSYO2PAAw3DaXqw0dWQlhtqYOAMDX8zF6yQ/nj1VqH+6ukzI2uwEAAAAATkD+9mrlPCk+1PbwFwAAAADXdtsZ6RLka/zqbLGI3L9yj9ZMAHA8eIIIAABokZMRrZzXlTVJT79JWx4AGE6bKpqVc3ZypLYsAOBKrjwlUUL8vZUL8M+uOqA1EwAAAADA9fT2m2XlzlqHzZAAAAAAXF9MiJ/cfGqaUissaZSCYobLAnANNHQAAAAt5qdFi8EwcO7uM8smuwn2AOAO+kxmKapqUWrZyRHa8gCAKwnx95HvzU5Waq9vPiiN7T3aMgEAAAAAXM/q/Y1ypLNPqS2eEqctDwAAAIChdX3OWBkV4qfU7l+5V0xmi7ZMAHCsaOgAAABaRAT5ytSEcKVWUEJnPAD3s6emVbr61A1ENHQAwLG7bn6K+BgNylTVF9eUa80EAAAAAHAt+UXVynlGUrgkRgZqywMAAABgaAX6estdZ2c43Kt/e+shbZkA4FjR0AEAALTJTY9WzoXFjdqyAMBw2Vyhbh9KjQmSyCBfbXkAwNXEhvrLhdPGKLUX11VIZ2+/tkwAAAAAANfR3WeSD3fXKbW8rHhteQAAAAAMj0uzEyUjNlipPfLhPtt3AgBwZjR0AAAAbXLSY5Tz7ppWaWjr0ZYHAIbDJruGjuwktnMAwPFakpuqnI909slrmw5qywMAAAAAcB2f72uQ9p6BoQAGg8iiKXFaMwEAAAAYekYvg9yzcIJSq27plhdWs/kdgHOjoQMAAGgzPSlcgv28ldqq/Q3a8gDAcNhi19AxM4WGDgA4XumxIXJ65iil9uyqMuk3mbVlAgAAAAC4hvzt1cp59thI2zZIAAAAAO7ntPExMjc1Sqn97bP90tzRqy0TAHwbGjoAAIA2PkYvmZumfokqLG7UlgcAhtqhI11S09Kt1LKTaegAgKHY0lHV3CXv76rVlgcAAAAA4Pw6evrlkz11Si0vK15bHgAAAADDy2AwyL2L1C0dbT398vinJdoyAcC3oaEDAABolZserZwLShrFYrFoywMAQ2lTebNyDg/0kdToYG15AMCVWSeoZiWEKbWnvijjsyMAAAAA4Gt9vKdOuvsGtjsavQyycHKc1kwAAAAAhteUhDC5YJrayP3yugqpaOrQlgkAvgkNHQAAQKuc9Bjl3NjeI3tr27TlAYChtKXisHKekRQhXl4GbXkAwNUnKt10appS23GoRdaWNWnLBAAAAABwbvlFNcp5wbhoiQzy1ZYHAAAAwMj42dnjxdc48Ih0n8kiD36wT2smAPg6NHQAAACtUqKDJCkyUKkVFDdoywMAQ2mTXUNHdnKEtiwA4A7OmTRakqPUz45PF5RpywMAAAAAcF4tXX3yRXG9UsvLUqf0AgAAAHBPiZGB8oN5yUrtve01srVSvYcPAM6Ahg4AAKBdTnq0ci4sadSWBQCGSkdPv+ypaVVqNHQAwMkxehnkhgVjldrn+xpkHxveAAAAAAB2PtxVa5vC+yXrdN6zJ8VqzQQAAABg5PzkO+kSFuCj1O5fsVcsloHvCQDgDGjoAAAA2uWkxyjnDeXN0tVr0pYHAIbCtqojYh50HcjbyyBZCeE6IwGAW7g0O1Eig3yVGls6AAAAAAD28rfXKOdTx8dIqL/6MBcAAAAA9xUW6CO3nj7O4Zmkj3bXacsEAEdDQwcAANBu3rgo27TlL/X2m2X9gSatmQDgZG2uUFe1ThoTJgG+Rm15AMBdWN9Lr5mjrsh+t+iQ1LZ0a8sEAAAAAHAuTe09snq/ug08LyteWx4AAAAAelwzN1kSIgKU2p/e3yt9JrO2TABgj4YOAACgnXUi1vREdWp9YYl6owUAXM0mu4aO7KQIbVkAwN18f26y+HkPXNbqM1nkhdUHtGYCAAAAADiPlTtrxTRofW6Aj1HOnDBKayYAAAAAI8/P2yg/P2e8Uitr6JBXN1ZpywQA9mjoAAAATiEnPUY5F5Y0aMsCACfLbLbIVruGjpkpNHQAwFCJCvaTy2YmKLV/r6+U1u4+bZkAAAAAAM4jv6haOZ8xYZQE+nprywMAAABAn7yp8TJlTJhS+8vHxdLe068tEwAMRkMHAABwCjkZ0cq5uK5dalu6teUBgJNRXN8mbXYXf7KTaegAgKF0w4JUMRgGztb33f+sr9QZCQAAAADgBOpau2VDebNSy8uK15YHAAAAgF5eXga5Z1GmUmts75WnC8q0ZQKAwWjoAAAATmHqmDAJ9VenYxWwpQOAi9pUrm7nSIgIkNhQf215AMAdpUQHycLJo5XaC6vLpbffrC0TAAAAAEC/97bXiMUycA7x85ZTM9Qt4QAAAAA8y7y0aDk9c5RSe6agzNYQDgC60dABAACcgrfRSxakq1s6CksateUBgJOxpUJt6GA7BwAMjyW5acq5trVb3i2q1pYHAAAAAKBf/nb1e+FZk2LF38eoLQ8AAAAA53D3wkzxGrT9vavPJH/5uFhnJACwoaEDAAA4jZx0dULWqpIGMZsHjdECABexya6hYyYNHQAwLKYlhsspYyMdpilZBo9iBQAAAAB4jKrmTtlaeUSp5WXFa8sDAAAAwHlkxIbI5TMTldqrG6ukuK5NWyYAsKKhAwAAOI0F49QNHYc7+2RXdau2PABwIurbuqWyuVOpzaChAwCGzU25qcp5X12bfF7coC0PAAAAAECf5dtrlHN4oI/DvQcAAAAAnuuOszIkYNAGP+uc2QdW7tWaCQBo6AAAAE4jMTJQUqODlFpBCQ/jAXAtW+y2cwT7eUvm6FBteQDA3X1n/CgZNypYqT39RZm2PAAAAAAAffKLqpXzwslx4mPksQgAAAAA/xUb6i835oxVap/srZe1pU3aMgEAVy4AAIBTyc2IUc4FTFcG4GI22zV0TE8KF6OXQVseAHB3Xl4GWZKjbulYW9YkOw62aMsEAAAAABh5pQ3tsrtG3fqdlxWnLQ8AAAAA57Tk1DSJDvZVavev3CNm67oOANCAhg4AAOBUctLV1edbKg9Le0+/tjwAcLw22TV0zEiK0JYFADzFBdPjZVSIn1J7qqBUWx4AAAAAwMhbXlSjnGNC/GT22ChteQAAAAA4p2A/b/npmRlKbfvBFsnfrm78A4CRQkMHAABwKnNSo8THODDJvs9kkXWsNQTgIrr7TLLzkDoRfmYKDR0AMNz8vI1y7fwUpbZiR41UNXdqywQAAAAAGDkWi0XeLTqk1BZPiWNzLgAAAICjumJWoqTGBCm1hz7YJz39Jm2ZAHguGjoAAIBTCfLzluxk9eHnwpIGbXkA4HjsONRia0T7kvV+8bTEcK2ZAMBTfG92sgT5Gr86W7diP1tYpjUTAAAAAGBk7K1tk9KGDqWWlxWnLQ8AAAAA5+Zj9JK7z81UagcPd8lLayu0ZQLguWjoAAAATicnPUY5F5Y0assCAMdjU/lh5Tx+dKiE+PtoywMAniQswEe+e0qSUlu26aAc7ujVlgkAAAAAMDLyi6qV85jwAJmeyOZcAAAAAF/vrImxMitF/d7w+Kf7paWzT1smAJ6Jhg4AAOB0cu0aOsoaO6SquVNbHgA4Vpsr1IaO7GS2cwDASPrhgrHibV2P9P919ZnkpXVMUgIAAAAAd2axWCR/u9rQcd7UOPEa9P0QAAAAAOwZDAa5d9EEpdbS1Sd//Xy/tkwAPBMNHQAAwOlMig+VyCBfpcaWDgCucON4S6Xa0DEzOVJbHgDwRPHhAZKXFa/U/rmmXLr7TNoyAQAAAACGV9HBFqlq7lJq9t8NAQD4f+z9CXTe5Xkn/F/a5X2TN3mRsS0vLDZgB0jAJgmELXjaznTLdNpOOk2atpMuSUtI5rTvec+8hTRbl/SdtE2badNOl3877aRmh1CwIQRiQ2QwXmQby4u8SN5X7f8j9Q32LbMYbPnW8+jzOccH3Rco/uacBOt5nt/3vgDgjVwzc1x8+Kqpyewvnt3u4lngklLoAAAGnd5bs26aW5PMVje2ZMsDcD5eaz0RB0+0J7Mldel6VgAG3seWzU7OB060x/9+cVe2PAAAAAysBxrS7RyX1YzouzgKAADgfNxzx/yoKDuz4a+9qzu+/NimrJmAoUWhAwAYlJbVp4WOZ7e0RmdXd7Y8AG9nTVO6nWPSqKqYPm5YtjwAQ9XltaPP+Vnyz1a/Fl3dPdkyAQAAMDC6u3vigXV7ktndi6ZGScmZh7EAAADeSt2EEfFT19cls//z/eZ4edeRbJmAoUWhAwAYlJbVT0zOR093xrrdXigBg9eL/QodS2eN88ExQCa/sHzOOVuUHn91X7Y8AAAADNwlK3uPnk5mKxbXZssDAAAUpl+5pT5GVZUns/se2hA9PS4MAwaeQgcAMChNGVMd8yaPTGarNrdkywPwTjd0XDtzXLYsAEPdjXMnxOVTRyezP1m11ZvuAAAARWZlQ3Nynj95VMybPCpbHgAAoDCNH1EZv/iB9MKw57YdiKc2eVYJGHgKHQDAoLW835aO1Y2t2bIAvJXDJ9tjy/7jyWzprPHZ8gAMdb0bkn7h5tnJ7KUdh88p3wEAAFC4Oru646GX9ySzFYunZssDAAAUtp+78bKoHVOdzO5/eEN0dbswDBhYCh0AwKC1bF5a6Pj+zsNx5FRHtjwAb+bFHekDwlXlpefcDA/ApXXXVVNj2thhyexPnt6WLQ8AAAAXV+9tuQdOtCezuxfVZssDAAAUtuqKsvj0bfOT2eZ9x+Mf1+7MlgkYGhQ6AIBB67pZ46Oy/MyPK72N9+e2HsiaCeCNrNmeFjoWzxib/PsLgEuvoqw0/stNlyWzJzbsO2ejEgAAAIXpgYZ0O8ei6WNiVs2IbHkAAIDC98PXTIuF/S5v/PJjm+Nke2e2TEDx84QRADBoDassi+svG5/MVjW2ZMsD8GbWNqWFjiV147JlAeCMn3jPjBgzrCKZ/dlqWzoAAAAKXXtndzz8SlrouHvR1Gx5AACA4lBWWhKfu2tBMtt/rC3+fPVr2TIBxU+hAwAY1JbV1yTnVZtboqenJ1segP46urqjYdfhZLZUoQNgUBhRVR7/6YaZyeyfXtwd+4+dzpYJAACAC7e6sSWOnk5vyP3wotpseQAAgOKxrH7iOc8r/fHTW6PlWFu2TEBxU+gAAAb9i6Sz7Tp0KpoOnMyWB6C/V5uPxumO7mR27UyFDoDB4mffNysqy868Bdbe1R1/+Z3tWTMBAABwYVY2NJ9zwcq0scOy5QEAAIrLZ+9cGCUlZ84n2rviD7/dmDMSUMQUOgCAQW3BlFExcVRVMlvV2JItD0B/a5oOJec5E0fEuBGV2fIAkJo0qjr+/bXTktlff3dHnGhLb3IFAACgMJxq74rHX92XzFYstp0DAAC4eC6vHR3//prpyexvXtgRW1uOZ8sEFC+FDgBgUCspKTlnjeGqza3Z8gD092K/QsfSuvHZsgDwxn5+2ezkfORUR/z993ZmywMAAMC796+b9vfdjvsDpSURd141JWsmAACg+Hz6tnlRVX7mMeuu7p74wiMbs2YCipNCBwAw6C2vn5icn9vaGh1d3dnyAPxAT09PrGk6mMyW1I3LlgeANzZ30si4deHkZPbnz7zmZ0oAAIACtLKhOTm/d86Evu2MAAAAF1Pt2GHxczddlsweXb8vvrc9fUYA4EIpdAAAg96Nc9MNHb03b72043C2PAA/sOvQqdh3tC2ZLZml0AEwGH3i5nRLx+7Dp+Khl/dkywMAAMA7d7ytM57cuD+Z3b2oNlseAACguP3i++fEuOEVyey+hzb0Xf4IcLEodAAAg97EUVVx+dTRyWzV5pZseQB+4MUdh5Jz7xs5s2tGZMsDwJtbOmt8XDtzbDL7k6e3ecMdAACggDzx6r5o6zyzbbG8tCTuuGJK1kwAAEDxGl1dEb9yS30y672E9uFX9mbLBBQfhQ4AoCAsnzcxOa9uVOgA8luzPS10LKkbFyUlJdnyAPDWPr58TnJ+dc/ReHbLgWx5AAAAeGdWNjQn52X1NTFuRGW2PAAAQPH7qevrYtaE4cnsC49sjPazyuYAF0KhAwAoCMvra5Lzut1H4tCJ9mx5AHqtbUoLHdfWjcuWBYC396HLJ8dl/TYp/cmqrdnyAAAAcP4On2yPVf0ue1qxuDZbHgAAYGioLC+Ne+5YkMy2HzgZf/N8U7ZMQHFR6AAACsKSWeNiWEXZ6+eenohnt7ZmzQQMbcfbOmPj3qPJbGnd+Gx5AHh7ZaUl8fPLLktmqxtb49Xm9N/nAAAADD6Prt8bHV09yUNVvcV9AACAgXbnlVPimpljk9kfPrkljp7uyJYJKB4KHQBAQagqL4sbZqcPSq/anN7EBXApfX/H4eg+8/lxVJSVxKLpY3JGAuA8/Idrp8eEEZXJ7Ourt2XLAwAAwPlZ2bAnOX9w/qQYVV2RLQ8AADB0lJSUxOfuWpjMDp5ojz9+yiZ44MIpdAAABWNZ/cRzblPu6V3VAZDBmqaDyfmK2jFRfdYmIQAGp95/V//s+2Yls5UNzdF8+FS2TAAAALy11uNt8Z1+W7tXLK7NlgcAABh63jNrfNzWb0vgnz/zms+YgAum0AEAFIzl82qS854jp2Nry/FseYChbW3ToeS8tG5ctiwAvDM/fUNdDDurhNfZ3RPfeOa1rJkAAAB4cw+/vCfZlju8siw+uGBSzkgAAMAQ9Jk7F0RZacnr57bO7vjK45uzZgIKn0IHAFAw5kwcGVPHVCezpzenN3IBXApd3T3x0o7DyWyJQgdAwRg3ojJ+fOn0ZPa3L+yII6c6smUCAADgza1s2JOcb104OYZV2pYLAABc+meXPnLdjGT2v1/cFa82H82WCSh8Ch0AQMEoKSmJ5fUTk9nqxpZseYCha9PeY3G8rTOZKXQAFJafXzY7zrpAKU60d8X/er4pZyQAAADewJ4jp+KF7QeT2YrFtdnyAAAAQ9uv3jIvRpxVMO/pifj8IxuzZgIKm0IHAFBQls2rSc7f3XYg2jq7suUBhqa1Ow4l5xnjh8Wk0ekGIQAGtxnjh8ddV01NZv/z2e1+tgQAABhkHlyXbucYVV0ey/t9VgAAAHCpTBxVFb9w85xktmpzi0tpgXdNoQMAKCg3zqmJkrNuUj7d0R1rt6cPVgMMtLX9bgRcWjc+WxYA3r1fWJ6+2d5yrC2+9VJztjwAAACca2VD+jrtjiumRFX5mdtwAQAALrWfX3ZZTBpVlczue2hjdHf3ZMsEFC6FDgCgoIwbURmLpo1JZk9ruAOZN3QsqRuXLQsA795V08fEe2dPSGZ/unqbN9sBAAAGiR0HTkbDriPJbMXi2mx5AAAAeg2vLI9PfWheMtuw52j880u7s2UCCpdCBwBQcJbPm5icV29uzZYFGHr2Hz0dOw+eSmYKHQCF6+M3z07OW/Yfj3/dtD9bHgAAAM5YuS7dzjF+RGW8b05azAcAAMjhR5dMj3mTRyazLz+2KU53dGXLBBQmhQ4AoOAsq08LHa/uORotx9qy5QGGlrVN6XaOUVXlMW/yqGx5ALgw7583Meb3+/f4n6zali0PAAAAZ6xsSAsdd145JcrLPOYAAADk1/va5N47FySz5iOn438+uz1bJqAweacDACg418wcGyOrypPZs1ts6QAujTX9Ch1XzxwbZaUl2fIAcGFKSkriY8vTLR0vvHYwvr/zcLZMAAAARDTuOxYb9x5LZisW12bLAwAA0N8H5k+K985Otwj+j3/dEgdPtGfLBBQehQ4AoOBUlJXGe/utVF+1uSVbHmBob+hYWjc+WxYALo5/t7g2poyuTmZ/umprtjwAAABErFy3JzlPHl0V75nlvTgAAGBwXRz2ubsWJrNjbZ3x1Scbs2UCCo9CBwBQkJbX1yTnVY2t0dPTky0PMDSc7uiK9c1HktmSunHZ8gBwcVSWl8bP3TQrmT38yt7Y3noiWyYAAIChrPf9/gcampPZh6+qtSkXAAAYdK6aPiZ+6Op0m+Bff7cpmg74nAkYhIWO7u7u6OzsvJS/JQBQpJbVT0zOrcfbzlm9DnCxNew8HB1dZ8pjvZ8fXz1zbNZMAFwcH7luZoyqKn/93NsV/rNntmXNBAAAMFS9uudobOtXsl+xeGq2PAAAAG/lN26bH5VlZx7J7n2u4AuPbsqaCSgcA17oeP755+OHf/iHY8KECVFWVhYVFRUxZ86c+O///b/H6dOnz/s/55/+6Z/6VhP95//8nwc0LwBQGOomDI8Z44cls1WbW7LlAYaGtTsOJecFU0bHyLMe/gWgcI2qroj/eP3MZPYPa3bFgeNt2TIBAAAMVSsb9iTn6eOGxdUzXKwCAAAMTjPGD4+ffV9dMntw3Z54qd8zBgCXvNDxl3/5l3HjjTfGt771rb7yxg033BCzZ8+Obdu2xW//9m/HLbfcEm1tb/+heFNTU/z8z//8QEYFAApMb9Fzeb8tHasbW7PlAYaGtdvTN1uWzhqXLQsAF99Hb7wsKspKXj+3dXbHN59rypoJAABgqOnp6YmVDc3J7O5FtX2fCwAAAAxW//UD9TFmWEUyu/+hjX2vcQCyFDoaGhri4x//eHR1dcWnP/3p2LdvXzz33HOxZcuW+KM/+qO+f+Y73/lOfPGLX3zL/5zOzs74j//xP8ahQ1pqAEBqWb9CxwvbD8ap9q5seYDi1vsmS/8NHUvqFDoAismUMdXx7xZPS2bffG67nzEBAAAuoZd2Ho7dh08lsxWLp2bLAwAAcD7GDK+I//qBuec8y/T4q/uyZQKGeKHjnnvuifb29r6/fulLX4qRI0f2zXtvzfjlX/7l+KEf+qG+89/+7d++5X/O//V//V99xQ+3bQAA/b13zoQoKz3zM0J7Z3ffCyGAgbC15UQcPtmRzBQ6AIrPx5fPTs6HTnbEP67dmS0PAADAUNN/O8fsiSPi8qmjs+UBAAA4Xz/zvrqYPm5YMvv8Ixujs6s7WyZgiBY6Tpw4EcOHD4/3vOc98du//dtv+M/0/r1ezc3pmzFn+/a3vx2f//zno6qqKj75yU8ORFQAoID1rim8esbYZLZqc0u2PEBxe7Ep3c4xZXR1TBubvhEDQOGbP2VUvH9+ugnuz555Lbq6rcMGAAAYaL2vvR5ctyeZrVhU6wJIAACgIFSVl8Vv3j4/mW1rORF/9z2XhwGXuNAxYsSI+Od//ud44YUX+r5+Iz8ocrzZ329paYmf/umfju7u7vjKV74S11xzzUBEBQAK3PL69GG71Y0KHcDAWNN08JztHD5IBhgaWzqaDpyMR9fvzZYHAABgqHjhtYOx/1hbMluxeGq2PAAAAO9Ubyn9qmljktnvP7E5jrd1ZssEDMFCx9vp6uqKb33rW31f33LLLef8/Z6envjZn/3Z2LNnT/z4j/94/NIv/VKGlABAIVg2ryY5b953PPYeOZ0tD1C81vTb0NFb6ACgOL139oRz3mj/k6e39r1nBQAAwMB5YN2/XQz5AwumjIq5k0ZlywMAAPBOlZaWxGfvWpDMWo+3x5+u2pYtEzC4ZSl0fOMb34jdu3f3ff1rv/Zr5/z9L3/5y/Hwww/H3Llz48/+7M8yJAQACsWiaWNidHV5MrOlA7jYDp5o71uDejaFDoDi1buB6RduTrd0NOw6Es+/lm5rAgAA4OLp6OqOh19JtyOuWFybLQ8AAMC79b45NfHBBZOS2ddXbYv9R11SCwyCQkfv1o1777237+uPfvSjcc011yR//3vf+1587nOfi6qqqviHf/iHGDXqwm/b2LVr11v+6s0EABSm8rLSuKk+3dKxqrE1Wx6gOL3YbztHdUVpXF47OlseAAbeHVdMiRnjhyWzP356a7Y8AAAAxe47Ww/0XaxythWLFDoAAIDCdO+dC6K05Mz5VEdX/N4Tm3NGAgapS1ro6O7ujp/5mZ+JgwcPRl1dXXzlK19J/v7Ro0fjIx/5SHR0dMTv//7vx9VXX31Rft8ZM2a85a/rrrvuovw+AEAey+onJudnGluiu7snWx6g+KzdkRY6Fk8fGxVlWRYeAnAJi8M/f1O6peOpTS3x/LYD2TIBAAAUs5UNzcl58YyxMXPC8Gx5AAAALsS8yaPix5fOSGZ//72d0bjvWLZMwOB0SZ9A+q3f+q144okn+rZv/P3f/32MHTs2+fuf+MQnYuvWrfGTP/mTfV8DAJyPm+amGzoOneyI9c1Hs+UBis/a7WmhY+mscdmyAHDp/NjS6TFhRGUyu+/hjdHTozwMAABwMbV1dsWjr+xNZisWTc2WBwAA4GL49Q/Ni2EVZa+fe++n/fzDG7NmAoZwoaO3wHHffff1ff21r30trr/++uTvf+Mb34i//du/jfr6+vjTP/3Ti/p779y58y1/vfDCCxf19wMALq0Z44fH7JoRyWxVY0u2PEBxae/sjoZdh5PZ0rrx2fIAcOkMryyPX7u1Ppk17DwcD768J1smAACAYvT0ppY41tb5+rmkJOLuRbVZMwEAAFyoyaOr42PLLktm3964P57baiM8cIkLHc8991x89KMf7fv6M5/5zOtfn+2b3/xm318bGxtj9OjRUVJSkvz6wff85V/+5euzp5566rx+/+nTp7/lr6lT3ewBAIVu+byJyXnVZoUO4OJY33wk2jq7k9k1M9NtgwAUr5+8buY55eEvPLKp7/ZYAAAALo4H1qXF+ffMGh9TxlRnywMAAHCxfPzmOVEzMt0If//DG6K7d10HwKUodKxfvz5WrFgRp06dih/7sR+L+++//w3/ucrKyqiqqnrTX+Xl5f8WuLT09Vnv1wAAvZbV1yTnF3cciuNn3eYF8G6tbTqUnOsnjYyxw9M3WwAoXhVlpXHPHQuS2Y6DJ+N/fXdHtkwAAADF5GR7Zzz+6r5ktmKRSxkBAIDiMLKqPH711nnJbN2uI7FyXXO2TMDgMqCNiFdeeSVuueWWOHDgQNx8883xV3/1V32bNd7IY489FqdPn37TX1//+tf7/rmf/umffn22fPnygYwPABSQG2ZPiIqyMz9ndHT1xPPbrCcELn6hY0nduGxZAMjj9ismx9J+//7/wycb48ipjmyZAAAAisWTG/fHqY4zWxBLSyLuvEqhAwAAKB4/+Z4ZMXtiuhH+i4/aCA8McKFj3759ceutt/b99aqrropvfetbfVs1AAAGwoiq8rh2ZvqQ3arNLdnyAMWhp6cn1ih0AAx5vReUfPauhcns8MmO+B9PbcmWCQAAoFisbEhvpb1xbk3UjPRsAQAAUFwb4T/TbyP8rkOn4q+ea8qWCRgChY4vfelLfWWOXhs2bIjJkydHdXX1G/5atWrVQMUAAIaQ5fMmJufVja3ZsgDFofcNlJZjbclMoQNgaOr99/9dV01JZv/z2e2x+/CpbJkAAAAK3dHTHfGvm9LLmVYsqs2WBwAAYKDcdvnkeM+s9HmDrz65JY6ctBEehroBK3R8//vff/3rzs7OaGtre9Nf3d3dAxUDABhCltenhY5trSdi58GT2fIAhW9N08HkPH5EZVxWk65BBWDo+M3bF0R5acnr5/bO7vjyo5uyZgIAAChkj6/f1/fa6gcqykri9ivSMj0AAECxboQ/cqoj/l8b4WHIG7BCx+OPPx49PT3n9ev973//2/7n/ef//J/7/tm/+Iu/GKjIAECBu6J2dN/D1md7ZostHcC7t7bpUHK+dua4vjdZABiaekt9/+mGumT2z9/fHa/sPpItEwAAQCF7YF1zcr553sQYM7wiWx4AAICB1PvMwYevmprM/uLZ7S6shSFuwAodAACXWmlpSdw0tyaZrdqcrmoHeCfWbE8LHUv7rT8FYOj55Afnxqiq8tfPPT0Rn394Y99FJAAAAJy/QyfaY3VjeinT3Ytqs+UBAAC4FO65Y37fdsIfaO/qji8/ZiM8DGUKHQBAUVlWnxY6nt3SGp1dZ9a1A5yvY6c7YtO+Y8lsaZ1CB8BQN2FkVXzi/XPO2Qq3qt9DSAAAALy1R9bvjc7uM+X4qvLSuPXyyVkzAQAADLS6CSPip65PN8L/n+832wgPQ5hCBwBQVJbVT0zOR093xjoveIB34aUdh/tuXf+ByrLSuHLamJyRABgkfu7Gy2LK6Opkdv9DG6LrrAeRAAAAeGsrG5qT8y0LJ8XIszYiAgAAFKtfuaU+2Qjf676HNtgID0OUQgcAUFSmjKmOeZNHJrNVm1uy5QEK19qmQ8n5ymmjo7qiLFseAAaPYZVl8enb5iWzjXuPxT+9uCtbJgAAgEKy/+jpeG7bgWS2YlFttjwAAACX0vgRlfGLH0g3wn9n64F4apNnnGAoUugAAIrO8n5bOlY3tmbLAhRPoWNJ3bhsWQAYfP79tdNjwZRRyezLj22OU+1d2TIBAAAUivmIQ2IAAN/JSURBVIde3pNsxx1RWRYfWDApZyQAAIBLvhF+6ph+G+EfthEehiKFDgCg6CyblxY6vr/zcBw51ZEtD1B4Oru646Ud/Qsd47PlAWDwKSstic/etTCZ7T16Or7x7GvZMgEAABSKB9btSc63XTHFdlwAAGBI6X0N9Onb5iezzfuOxz+u3ZktE5CHQgcAUHSumzU+KsvP/JjT21x/bmu6uh3grWzadyxO9Lth3YYOAPpbXl8TN82tSWZfe2prHDjeli0TAADAYLf78KlY02877t2LpmbLAwAAkMuPXDMtFk4dncy+8vjmONnemS0TcOkpdAAARWdYZVlfqeNsqxpbsuUBCs/afh8o100YHhNHVWXLA8DgVFLSu6VjQZSUnJkdb+uMP/x2Y85YAAAAg9qD65qT8+jq8lhWn27eBgAAGDIb4e9ckMz2HW2LP19tIzwMJQodAEBRWj4vvSl51eaW6OnpyZYHKOxCh+0cALyZK2rH9N2edLb/9fyOeK31RLZMAAAAg9nKhj3J+c4rpyZbtwEAAIaS5fMmxrL69DmnP356a7TaCA9DhndFAICi1P82r12HTkXTgZPZ8gCFZc12hQ4Azt+nb5ufPHzU2d0TX3hkY9ZMAAAAg1Fv+f3l3UeS2YrFtdnyAAAADAafvXNhshH+RHtX/METNsLDUKHQAQAUpQVTRsXEUVXJbHVjS7Y8QOHYe+R07D58KpktrRufLQ8Ag9+0scPi5268LJk9/MreczY+AQAADHUPNDQn55qRlXHDbO+9AQAAQ9vltaPj318zPZn9zQs7YmvL8WyZgEtHoQMAKEolJSXnrCN8enNrtjxA4ej/8O2o6vKonzQyWx4ACsMvvn9OjBtekczue2hD9PT0ZMsEAAAw2Dywbk9yvuuqqVFe5rEFAACAT982L6rO2gjfZSM8DBneGQEAitby+onJ+bmtrdHR1Z0tD1AY1jQdTM7XzhwXpaVn7TYFgDcwZlhFfPKD9eeUBB9dvy9bJgAAgMFk095jsWnfsWR296LabHkAAAAGk9rejfA3pRvhez9nWrM9fYYBKD4KHQBA0bpxbrqh40R7V7y043C2PEBheLHfho4ldeOyZQGgsPynG+pi5vjhyex3H9moVAwAANC3naM5OU8ZXR1LvfcGAADwOhvhYWhS6AAAitbEUVVx+dTRyWx1Y0u2PMDgd6q9K9Y3H01mPlQG4HxVlpfGPXfMT2avtZ6Iv3thR7ZMAAAAg0Hvw0crG9JCx92LptqMCwAAcJbR1RXxK7ekG+Ff3HE4Hn5lb7ZMwMBT6AAAitryeROT86rNCh3Am2vYdTg6u8/cbFFWWhKLZ4zNmgmAwvLhq6ae82fH7z/RGMdOd2TLBAAAkNsru4/G9gMnk9mKxbXZ8gAAAAxWP3V9XdRNSDfCf+GRjdHeaSM8FCuFDgCgqC2vr0nO63YfiUMn2rPlAQa3tU2HkvPCqaNiRFV5tjwAFJ6SkpL43J0LktmBE+3xp6u2ZcsEAACQ28p16XaOmeOHx6LpY7LlAQAAGNQb4W9PP2vqLcj/zfNN2TIBA0uhAwAoaktmjYvqijM/8vT0RDy7tTVrJqBwCh1L68ZnywJA4bp+9oS4deHkZPb11dti75HT2TIBAADk0t3dEw80pIWOFYun9hXiAQAAONddV02Jq/tthP/DJ7fEURvhoSgpdAAARa2qvCxumD0hma3a3JItDzC4P1juX+i4tm5ctjwAFLZ771wQZaVnHk463dEdX3l8U9ZMAAAAOby081A09yu4r1hcmy0PAADAYNdbgP9vH16YzA6eaI8/fmprtkzAwFHoAACK3vL6icl5dWNr9PSu6gA4y7bW43HkVHqbxVKFDgDepbmTRsZPvmdGMvvHtbti496j2TIBAADksLJhzzmvl+ZPHpUtDwAAQCF4z6zxcdvl6Ub4P3/mtdhz5FS2TMDAUOgAAIre8nk1yXnPkdOxteV4tjzA4LRme7qdY+qY6qgdOyxbHgAK36/eWh/DK8teP3f3RHz+4Y1ZMwEAAFxKXd098cC6tNCxYlFt322zAAAAvLXP9NsI39bZHV9+bHPWTMDFp9ABABS9ORNH9j2YfbZVm1uz5QEGpzVNaaFjie0cAFygSaOq4xeWz0lmT21qiWe3+FkUAAAYGp7fdiBaj7cls7sXT82WBwAAoNCeefrIdelG+P/94q7YsMdGeCgmCh0AQNHrvelrWX26pWNVY0u2PMDg9KJCBwAD4OeXXRYTR1Uls/se2hDdves6AAAAitzKdc3J+Yra0X0PJAEAAHB+fvWWeTHirI3wPT0R99sID0VFoQMAGBKWz5uYnL+77UC0dXZlywMMLgeOt8W21hPJbGnd+Gx5ACgeI6rK41MfmpfM1jcfjX9pSB9qAgAAKDYdXd3x8Ct7k9mKxbXZ8gAAABSi3ovDfuHmdCP8qs0tsdpltlA0FDoAgCHhxjk1UVJy5ny6ozvWbk9v4weGrhd3HE7OwyrKYsHUUdnyAFBcfmzJ9Jg7Kb2B9ouPborTHQrGAABA8XpmS2scPtmRzD581dRseQAAAAp5I/ykfhvh739oo43wUCQUOgCAIWHciMpYNG1MMlvV2JotDzC4rGk6mJyvnjE2Ksq8XALg4igvK43P3rkgme0+fCq++dz2bJkAAAAG2sp+mwmvmTk2Zowfni0PAABAoRpeee5G+Ff3HI3/8/3d2TIBF48nlACAIWP5vInnrB8E6PViU7qxZ+mscdmyAFCcPrhgUlx/2fhk9kdPbonDJ9uzZQIAABgovRsJH1u/L5mtWFSbLQ8AAECh+9El02Pe5HQj/JdshIeioNABAAwZy+onntNUbznWli0PMDi0dXZFw64jyezaOoUOAC6ukpKS+NxdC5PZ0dOdfaUOAACAYvPUppY43tb5+rmkJOLDi6ZmzQQAAFDoG+Hv7bcRvvnI6fifz9oID4VOoQMAGDJ617mPqCxLZs9uac2WBxgc1jcfjfbO7mR27UyFDgAuvsUzxsaKxemNtN98ril2HjyZLRMAAMBAWLmuOTn3biycPLo6Wx4AAIBi8IH5k+K9sycks//xr1vi4Akb4aGQKXQAAENGRVlpvHdOTTJbtbklWx5gcFi7/VBy7l1ROmZYRbY8ABS3e26fHxVlJa+f27u64wuPbsqaCQAA4GI60dYZ396wL5n1L7cDAABwcTbCH2vrjK8+2ZgtE3DhFDoAgCHl5nn9Ch2NrdHT05MtD5DfmqaDyXlJ3fhsWQAofjPGD4+fee+sZLayoTkadh7OlgkAAOBi+vbG/XG648xG3LLSkrjzyqlZMwEAABSLq6aPiR+6Oi3N//V3m6LpwIlsmYALo9ABAAwpy+onJufW422xce+xbHmAvHoLXWub0gdol9SNy5YHgKHhkx+cG6Ory5PZfQ9tUDQGAACKQm9p/Ww3zq2J8SMqs+UBAAAoNr9x2/yoLDvzCHhHV4+N8FDAFDoAgCGlbsLwmDF+WDJb3diSLQ+Q146DJ/uKXWdbqtABwAAbO7wy/usH5yaz5187GE9u3J8tEwAAwMVw5FRHPL0pfc99xSLbOQAAAC72RviffV9dMntw3Z54acehbJmAd0+hAwAYUkpKSs7Z0rFqc2u2PEBea5vSNzNqRlb2Fb8AYKD9zHtnxbSxadH4/oc3RmdXd7ZMAAAAF+qx9Xuj/azXNb03xt52xZSsmQAAAIrRL3/g3I3w9z+00UZ4KEAKHQDAkLO8X6Hjhe0H41R7V7Y8QD5r+hU6rp05rq/4BQADrbqiLH7z9vnJbMv+4/EPa3dlywQAAHChVq7bk5xvnj8xxgyryJYHAACgmDfCf/KD9ec8A/XEBhvhodAodAAAQ85750yIstIzD2y3d3b3vaABhp4X+xU6ls4aly0LAEPPv1tcG1dOG53MvvL45jjR1pktEwAAwLt14HhbPLsl3Yi9YnFttjwAAADF7mfeVxfTx6Ub4T//8AYb4aHAKHQAAENO721gV88Ym8xWb27JlgfI48ipjti071gyW1Kn0AHApVNaWhKfu3NhMms51hZ/tvq1bJkAAADerUfW742u7p7Xz8MqyuLWhZOyZgIAAChmVeXnboTf2nIi/n7NzmyZgHdOoQMAGJKW109MzqsaFTpgqHlpx6HoOfP5clSWlcaV08bkjATAEPS+uTXx/vnpz6Z/smpr7D92OlsmAACAd2NlQ3Ny/uDCSTG8sjxbHgAAgKFgxaLauKrfsw6/93hjHLcRHgqGQgcAMCQtm1eTnDfvOx57j3hoDoaSF5sOJeerpo/pu70CAC61z965MEpLzpxPtnfFHzzRmDMSAADAO7Lv6Ol4/rWD5zxUBAAAwMBvhP/sXQuSWevxtvjTVduyZQLeGYUOAGBIWjRtTIyuTm8GW21LBwwpa/oVOpbWjcuWBYChbf6UUfGjS6Yns7/73s7Ysv94tkwAAADvxIPr9iTbcEdWlZ+zjRAAAICB8b45NfHBBZOS2ddXbYv9R11uC4VAoQMAGJLKy0rjxrnplo5Vja3Z8gCXVmdXd3x/5+Fkdq1CBwAZfepD86O64sxbdV3dPfH5hzdmzQQAAHC+Vq5rTs63XTE5qitswwUAALhU7r1zQbIR/lRHV/zeE5tzRgLOk0IHADBkLZ+X3g72TGNLdHefdYUYULQ27j0WJ9u7ktkShQ4AMpoypjp+/qbZyeyJDfvi+W0HsmUCAAA4HzsPnoyXdqSXp6xYXJstDwAAwFA0b/Ko+PGlM5LZ339vZzTuO5YtE3B+FDoAgCHrpn4bOg6d7Ij1zUez5QEunbVNh5LzZTUjomZkVbY8ANDrF26eHRNGVCaz+x7eGD09SscAAMDg9eDLe5Lz2OEV57z/DgAAwMD79Q/Ni2FnbUvsvdfWRngY/BQ6AIAha8b44TG7ZkQyW9XYki0PcOms6VfouHam7RwA5DequiJ+7db6ZNaw8/A5D0cBAAAMJisbmpPznVdOjYoyjyIAAABcapNHV8fHll2WzL69cX88t9VGeBjMvIsCAAxpy+rTW8JWbVbogKHgxX6FjqWzFDoAGBx+8rqZ55SOv/DIpmjr7MqWCQAA4M1sbTl+zubrFYumZssDAAAw1H385jlRMzLdCH//wxuiu3ddBzAoKXQAAEPa8nkTk/OLOw7F8bbObHmAgbfnyKnYffhUMltSp9ABwODQe4vtPXcsSGY7Dp6M//XdHdkyAQAAvJkHGtKNgjUjq+L62ROy5QEAABjqRlaVx6/eOi+Zrdt1JB6wER4GLYUOAGBIu2H2hKgoK3n93NHVE89vs2YQitma7el2jtHV5TF34shseQCgv9uvmBxL+5UN//DJxjhyqiNbJgAAgP56enriXxp2J7O7F02NstIz77kDAABw6f3ke2bE7In9N8JvtBEeBimFDgBgSBtRVR7Xzkwfllvd2JotDzDw1jalhY5r68ZFqQ+ZARhESkpK4rN3LUxmh092xNee2potEwAAQH8b9x6LrS0nktmKxVOz5QEAAODMRvjP9NsIv+vQqfir55qyZQLenEIHADDkLZ83MTmv2tySLQtw6Qsd/W9AB4DBYEnduLjzyinJ7BvPvha7D5/KlgkAAOBsKxuak/O0scPimhneawMAABgMbrt8crxnVvoa7atPbokjJ22Eh8FGoQMAGPKW16eFjm2tJ2LnwZPZ8gAD52R7Z7y65+g5GzoAYDC6544FUX7WFqn2zu748mObsmYCAADo1dPTEw+s25PM7l401SZcAACAQbwR/sipjvgfT23Jlgl4YwodAMCQd0Xt6Bg3vCKZPbOlNVseYOB8f+fh6Oruef1cVloSV88YmzUTALyZy2pGxE9dPzOZ/fNLu2N985FsmQAAAHqt23UkdvS7GOnuRbXZ8gAAAHCua2eOiw9fNTWZ/c/vbI9dh1x0C4OJQgcAMOT13hh2U78tHas2t2TLAwycF5sOnVPoGl5Zni0PALydX7mlPkZWnfmzqqcn4v6HNvbdhgsAAJDLyobm5DxrwvC4ctrobHkAAAB4Y795+/yoKEs3wn/pURvhYTBR6AAAiIjl9TXJ+dktrdHZ1Z0tDzAw1vQrdPTeRgEAg9mEkVXxi++fc842uVWNNsoBAAB5dHf3xAPr9iSzFYtro6TkzANCAAAADA6z+jbC1yWz//P95nhlt43wMFgodAAARMSyfhs6jp7ujHVeuEDRfdDcf0PH0lkKHQAMfj9342UxZXR1Mrv/oQ3R1W1LBwAAkOfSlL1HT59T6AAAAGDwboQfddZG+F73PbTBRngYJBQ6AAAiYsqY6pg3eWQyW73ZrcdQTLa0HO8ra51tSZ1CBwCD37DKsvj0bfOS2ca9x+KfXtyVLRMAADB0rWxoTs7zJ4+KeZNHZcsDAADAWxs/ojJ+8QPpRvjvbD0QT21uyZYJOEOhAwDgTbZ0rGr0ogWKyZrt6XaOaWOHxdQxw7LlAYB34t9fOz0WTEkfkPryY5vjVHtXtkwAAMDQ09nVHQ+/sieZrVg8NVseAAAAzn8j/NQx6Ub4zz+00UZ4GAQUOgAA/j/L56WFju/vPBxHTnVkywNcXGub0kLHtbZzAFBAykpL4rN3LUxme4+ejm88+1q2TAAAwNDz3W0Ho/V4ezK7e1FttjwAAACcn+qK3o3w85PZpn3H4n+vtREeclPoAAD4/1w3a3xUlp/58ai3gf7c1gNZMwEXz9qmg8l5qUIHAAVmeX1N3DS3Jpl97amtceB4W7ZMAADA0LKyoTk5XzVtTMyqGZEtDwAAAOfvR66ZFgunjk5mX358U5xs78yWCVDoAAB43bDKsr5Sx9lWN7ZkywNcPK3H22L7gZPJbIlCBwAFpqSkJO69c0GUlJyZHW/rjK8+uSVnLAAAYIho7+yOh1/Zk8xWLJ6aLQ8AAADvYiP8nQuS2b6jbfGNZ2yEh5wUOgAAzrJ8Xnrj8arGlujp6cmWB7g41jYdSs7DK8tiwZRR2fIAwLt15bQx8SNXT0tmf/3dpnit9US2TAAAwNDQewHS0dPpra0fXlSbLQ8AAADv3PJ5E2NZffp81B8/va3vokwgD4UOAICzLKufmJx3HjwVTf1u9QcKz4v9Ch3XzBwb5WVeDgFQmD59+/yoLD/z51hnd0988dGNWTMBAADFb2VDc3JeWjcupo0dli0PAAAA785n71x4zkb4P/x2Y85IMKR5ggkA4Cy9N/bXjKw659YxoLCt6VfoWDJzXLYsAHCheh+Y+uiNs5LZQy/vPWcjFQAAwMVyuqMrHn91XzJbsdh2DgAAgEJ0ee3o+PfXTE9mf/P8jtjWcjxbJhjKFDoAAM5SUlISy/utFXx6c2u2PMDF+bD55V1HktmSWeOz5QGAi+GX3j83xg6vSGb3PbQhenp6smUCAACK179u3B8n2rteP5eWRNx51ZSsmQAAAHj3Pn3bvKjqtxH+dx+xER5yUOgAAOhn+byJyfm5ra3R0dWdLQ9wYdY3H4n2s/4/3Ls29JqZY7NmAoALNWZYRXzyg/XJrHdDx6Pr0xtzAQAALoaV65qT8w2zJ8SkUdXZ8gAAAHBhascOi5+76bJk1vs505rtB7NlgqFKoQMAoJ8b56YbOnpvHXtpx+FseYALs2b7oeQ8f/KoGF2d3mgOAIXop2+oi5njhyez3puTlJEBAICL6XhbZ3x7w/5ktmJxbbY8AAAAXBy/+P45Mc5GeMhOoQMAoJ+Jo6ri8qmjk9nqxpZseYAL03tb+dmurRuXLQsAXEyV5aXxm7fPT2avtZ6Iv3thR7ZMAABA8Xni1X3R1nmmOF5eWhJ3XDElayYAAAAuXO9lmL9yS7oR/sUdh+ORV/ZmywRDkUIHAMAbWDYv3dKxarNCBxSi3lsj+hc6lip0AFBE7l40NRbPGJvMfv+Jxjh2uiNbJgAAoLisbGhOzsvqa2LciMpseQAAALh4fur6uqibcO5G+Paziv3AwFLoAAB4AzfXT0zO63YfiUMn2rPlAd6dpgMn40C//+8urRufLQ8AXGwlJSXxuTsXJLPeP/v+dNW2bJkAAIDiceRkR6zqt8F6xeLabHkAAAC4+Bvh77k9/axp+4GT8bc2wsMlo9ABAPAGlswaF9UVZ35U6umJeHZra9ZMwDu3pt92jpqRVTFj/LBseQBgIFw/e0LcunByMvv66m2x98jpbJkAAIDi8Oj6vdHR1ZM86POhy9PXHwAAABS2u66aElf32wj/B99ujKM2wsMlodABAPAGqsrL4obZE5LZ6s0KHVBo1vYrdCytG9d3kzkAFJt771wQZaVn/ow73dEdv/f45qyZAACAwrdyXXNy/sD8iTGquiJbHgAAAC6+3uco/tuHFyazgyfa40+e3potEwwlCh0AAG9ief3E5Ny7Vr6nd1UHUDDWNh1MzkvqxmXLAgADae6kkfET75mRzP5h7c7YtPdYtkwAAEBhaz3eFs9uSS86WrG4NlseAAAABs57Zo2P2/ptZPyz1a/FniOnsmWCoUKhAwDgTSyfV5Oc9xw5HVtbjmfLA7wzR052xOZ96f9nl8xS6ACgeP3arfUxvLLs9XN3T8TnH96QNRMAAFC4Hn55T9/rih/ofb3xwQWTckYCAABgAH2m30b4ts7u+MpjNsLDQFPoAAB4E3MmjoypY6qT2arN6W1kwOD14s5DybmyvDSuqB2dLQ8ADLRJo6rj48tnJ7N/3dQS3+l3oy4AAMD5WNmwJznfunByDK8sz5YHAACAgX9W6iPXpRvh//HFXbFhz9FsmWAoUOgAAHgTJSUlsaw+3dKxurElWx7gnVm7PS10LJ4+JqrKz9xaDgDF6GPLZsfEUVXJ7Hce2hDdZ1+rCwAA8Db2HDkVL2w/mMxWLK7NlgcAAIBL41dvmRcjztoI39MTcf/DG7NmgmKn0AEA8BaWz5uYnL+77WC0dXZlywOcv7VNaaHj2rpx2bIAwKUyoqo8fv3WeclsffPR+JeG5myZAACAwvPgunQ7x6jq8lg+L70ACQAAgOLTe3HYL9w8J5mt2tziElwYQAodAABv4cY5NVFScuZ8qqPrnFv/gcGno6s7vr/zcDJbWjc+Wx4AuJR+fOn0mDtpZDL74qOb4nSHYjIAAHB+VvYrdNx+xRTbbwEAAIaIn192WUzqtxH+/oc22ggPA0ShAwDgLYwbURmLpo1JZqsaW7PlAc7Pxj3H+gpYZ1tiQwcAQ0R5WWnce8eCZLb78Kn45nPbs2UCAAAKx44DJ6Oh32UpKxbXZssDAADApTW8sjw+9aF0I/yre47G//n+7myZoJgpdAAAvI1l9RPPWSMIDG5rmg4m59k1I2L8iMpseQDgUrtl4aS4/rJ0O9UfPbklDp9sz5YJAAAoDCvXNSfn3vfV3jdnQrY8AAAAXHo/umR61PfbCP8lG+FhQCh0AAC8jeXzJp7TOG851pYtD/D21jYdSs62cwAw1JSUlMTn7lqYzI6e7uwrdQAAALyVlQ1poePOK6dERZlHCwAAAIbaRvjP3pVuhG8+cjr+4js2wsPF5l0XAIC3cc3MsTGisiyZPbulNVse4O0pdABAxOIZY2PF4tpk9s3nmmLnwZPZMgEAAIPblv3HYuPeY8ms/+sKAAAAhoYPzJ8UN8xON8L/v/+6JQ6dsBEeLiaFDgCAt9F789h759Qks1WNLdnyAG9t9+FTsefI6WS2dJZCBwBD0z23z4+KspLXz+1d3fHFRzdlzQQAAAxeKxv2JOfJo6viPbPSh3cAAAAYOhvh/9tdlyezY6c746s2wsNFpdABAHAebp6XFjpWN7ZGT09PtjzA+W/nGDOsImbXjMyWBwBymjF+ePzMe2cls39paI51uw5nywQAAAxOve95r1zXnMzuumpqlJWeKYkDAAAwtFw1fUz80NXp5sa/+u72aDpwIlsmKDYKHQAA52FZ/cTk3HKs7Zy188DgsHb7weS8pG5clPrQGYAh7JMfnBujq8uT2e88uEFBGQAASLy652hsa0kfyFmxOH1oBwAAgKHnN26bH5VlZx457+jqsREeLiKFDgCA81A3YXjMGD8sma1ubMmWB3hza3ccOqfQAQBD2djhlfHLH5ibzJ5/7WA8uXF/tkwAAMDgs7JhT3KeNnZYXDNjbLY8AAAADJ6N8D/7vrpk9sC6PfH9nTbCw8Wg0AEAcB5KSkrO2dKxurE1Wx7gjZ1o64wNe9LtOQodABDxs++b1fcw1tnuf3hjdHZ1Z8sEAAAMHr0b/FY2NJ+znaP3vXEAAADovTys/0b4+x6yER4uBoUOAIDztLxfoaP3VuNT7V3Z8gDnath5OLq6z7xZUF5aEounu0UQAKoryuI3bp+XzLbsPx7/sHZXtkwAAMDg8dLOw7H78KlktmLx1Gx5AAAAGHwb4T/5wfpk9sJrB+OJDTbCw4VS6AAAOE/vnTMhykrP3EbW3tkdL2w/mDUTkFrTdCg5X1E7OoZVlmXLAwCDyQ8tntb3Z+PZvvL45r4NVwAAwND2QMOe5Dx74oi4fGr6+gEAAICh7affW3fORvjPP7zBRni4QAodAADnacywirh6RnrT/+rNLdnyAOda26/QsaRufLYsADDYlJaWxOfuWpjMWo61xZ+tfi1bJgAAIL/ejbcPrGtOZncvqo2SkjMXHAEAAEDvRvh77pifzLa2nIi/X7MzWyYoBgodAADvwLL6muS8qlGhAwaL7u6eeHFH/0LHuGx5AGAwunFuTbx//sRk9iertsb+Y6ezZQIAAPL63vaDsf9YWzJbsWhqtjwAAAAMXisW1caV09KNjr/3eGMctxEe3jWFDgCAd2D5vPTht837jsfeIx5+g8Fg8/5jcex0+gbB0lkKHQDQ3713LojSsy7aPdneFX/wRGPOSAAAQEYrG9LtHAumjIr6yaOy5QEAAKCwNsK3Hm+Lr6/ali0TFDqFDgCAd2DRtDExuro8ma22pQMGhbVN6XaOaWOHxeTR1dnyAMBgtWDK6PjRJdOT2d99b2ds2X88WyYAACCPjq7uePiVvclsxeLabHkAAAAY/N43pyY+0G8j/J+u2hb7j7oUF94NhQ4AgHegvKw0bpxbk8xWN7ZmywOcsXZ7WuiwnQMA3tynPjQ/qivOvDXY1d0Tv/vIxqyZAACAS+87Ww/EwRPtyWzFIoUOAAAA3tpn71qYbIQ/1dEVv2cjPLwrCh0AAO/Qsvq0Yf7Mltbo7u7Jlgf4N2t39Ct01Cl0AMCbmTKmOn7+ptnJ7PFX98ULrx3MlgkAALj0HmhoTs6LZ4yNmROGZ8sDAABAYZg3eVT8+NIZyezvv7cjGvcdy5YJCpVCBwDAO7SsPt3Q0Xt72frmo9nyABEtx9qi6cDJZHatQgcAvKVfuHl2TBhRmcx+56EN0dOjrAwAAENBW2dXPLJ+bzJbsWhqtjwAAAAUll//0LwYVlH2+rn3Plwb4eGdU+gAAHiHZowfHrNrRiSzVY0t2fIAEWub0u0cIyrLYsGU0dnyAEAhGFVdEb96a30ya9h5OB58eU+2TAAAwKWzanNrHDvdmcw+rNABAADAeZo8ujo+tuyyZPbEhv3x3W0HsmWCQqTQAQBwEbZ0rFbogKzWNh1MztfMHBdlpSXZ8gBAofjIdTPjsn5l5S88sqnvpl4AAKC4rWxoTs7XzRofU8cMy5YHAACAwvPxm+dEzch0I/x9D22I7t51HcB5UegAAHgXls+beM52gBNt6U1mwKWzpt+GjiV147JlAYBCUlFWGp+5Y34y23HwZPyv7+7IlgkAABh4J9s74/FX9yWzFYtt5wAAAOCdGVlVHr9667xktm7XkXjARng4bwodAADvwg2zJ0RF2Znb/zu6eqwLhExOd3TFK7uPJDOFDgA4f7dfMeWcPzv/8MnGOHKqI1smAABgYD25cX+c6jizma932e2dVyl0AAAA8M795HtmxOxzNsJvtBEezpNCBwDAuzCiqjyunZk+9La6sTVbHhjKXt59pK9U9QMlJRHXzBybNRMAFJKSkpL43F0Lktnhkx3xtae2ZssEAAAMrAca0ptSb5xbEzUjq7LlAQAAoMA3wt+Zfta069Cp+KvnmrJlgkKi0AEA8C4tnzcxOa/a3JItCwxla5sOJef5k0fFqOqKbHkAoBAtqRsfd145JZl949nXYvfhU9kyAQAAA+PY6Y54ctP+ZLZiUW22PAAAABS+2y6fHEv7bYT/6pNb4shJG+Hh7Sh0AAC8S8vr00LHttYTsfPgyWx5YKhasz0tdCydlb5BAACcn3vuWBDlpSWvn9s7u+PLj23KmgkAALj4Hn91X9/P+z9QUVYSt1+RFrwBAADgHW+E//DCZHbkVEf8j6e2ZMsEhUKhAwDgXbqidnSMG55uAXhmS2u2PDAU9fT0xIs7+hU66sZnywMAheyymhHxU9fPTGb//NLuWN98JFsmAADg4lvZ0HzO5UVj+r3XDQAAAO/UtTPHxV1XpRcG/M/vbI9dh1yQC29FoQMA4F0qLS2Jm/pt6Vjd2JItDwxFr7WeiIMn2pPZkn4rPAGA8/crt9THyKry1889PRGff3hj1kwAAMDFc+hEe6xuTC8mWrG4NlseAAAAiss9ty/o2wSZboTfnDUTDHYKHQAAF2BZfU1yfqaxNTq7zqyqBwbW2qZ0O8ekUVUxfdywbHkAoNBNGFkVv/j+Ocms92GvpzcrLgMAQDF4ZP3e6Ozuef1cVV4at14+OWsmAAAAisesvo3wdedshH9lt43w8GYUOgAALkDvKvqzHT3dGeu8AIFshY7e7RwlJWduegAA3rmfu/GymDK6Opnd/9CG6DrroS8AAKAwrWxoTs63LJyUbOkDAACAi7ERflS/15r3PbQhenpXwwPnUOgAALgAU8ZUx7zJI5PZ6s3punpg4Kx5g0IHAHBhhlWWxadum5fMNu49Fv/04q5smQAAgAu3/9jp+O62A8lsxaLabHkAAAAoTuNHVMYvfiDdCP+drQfiKRvh4Q0pdAAAXKBl/bZ0rG704gMuhcMn22PL/uPJTKEDAC6O/3Dt9FgwZVQy+/Jjm+NUe1e2TAAAwIV5+OW9cfbivRGVZfGBBZNyRgIAAKCIN8JPHZNuhP/8QxtthIc3oNABAHCBls9LCx0v7TwcR093ZMsDQ8WLO9LtHFXlpXFF7ZhseQCgmJSVlsS9dy5IZnuPno5vPPtatkwAAMCFWdnQnJw/dPnkqK4oy5YHAACA4tX7evPTt81PZpv2HYv/vdZGeOhPoQMA4AJdN2t8VJaf+bGqt0n+nS3p2nrg4lvblBY6Fk8fm/x/EQC4MDfPmxg3za1JZl97amscON6WLRMAAPDu7D58Ktb0ez9txeLabHkAAAAofj9yzbRzN8I/vslGeOjH004AABdoWGVZX6njbKsbW7LlgaFizfb0A+gls8ZlywIAxaik5N+2dJSUnJkdb+uMrz65JWcsAADgXXhwXbqdY3R1eSyrT7dPAwAAwMXeCP+5uxYms31H2+LPn9mWLRMMRgodAAAXwbL69ObiVY0t0dPTky0PFLuOru5o2HU4mS2tU+gAgIvtymlj4keunpbM/vq7TfFa64lsmQAAgHduZcOe5HznlVNtuwUAAGDALZ838Zznqv746W3RaiM8vM47NAAAF+nFx9l2HjwVTQdOZssDxe7V5qNxuqM7mV07U6EDAAbCp26blzzo1dndE198dGPWTAAAwPnb3noiXt59JJmtWFybLQ8AAABDyxtthP/DbzfmjASDikIHAMBFsGDKqKgZWZXMVje2ZMsDxW5t06HkPGfiiBg3ojJbHgAoZtPHDY+P3jgrmT308t5z/jwGAAAGpwfWNSfnCSMq44bZ47PlAQAAYGi5onZM/Mg16Ub4v3l+R2xrOZ4tEwwmCh0AABdBSUlJLO+3HnBVY2u2PFDs+j9AuqTOdg4AGEi/9P65MXZ4RTK7/6EN0dPTky0TAABwflY27EnOd101NcrLPCoAAADApfMbt80/ZyP8Fx7ZlDUTDBbepQEAuEiWzUsLHc9tPRAdXd3Z8kCx6n1wdE3TwWS2tM6NggAwkMYMq4hPfrA+ma1pOhSPrt+XLRMAAPD2Nu09Fpv2HUtmKxbXZssDAADA0FQ7dlj83I2XJbNH1u+NNdvT5z9gKFLoAAC4SG6aOzE5H2/rjJd2HM6WB4rV7sOnYt/RtmR2rQ0dADDgfvqGupg5fngy+8IjG5WYAQBgEHtgXXNynjK6OpZ6Lw0AAIAMfukDc2Jcv43w99kIDwodAAAXy8RRVXH51NHJbHVjS7Y8UKzWNh1Kzr0v9udMHJEtDwAMFb1rsH/z9vnJbFvrifi7F3ZkywQAALy53gdiVjakhY67F02N0tKSbJkAAAAYukZXV8Sv3JJuhH9xx+F45JW92TLBYKDQAQBwES2bV5OcVzW2ZssCQ6XQsaRuXJSU+BAaAC6F3oe/Fk8fk8x+/4nGOHa6I1smAADgja1vPhrbD5xMZisW12bLAwAAAD91fV3UTUg3wv+ujfAMcQodAAAX0c31E5Pzul2H49CJ9mx5oBit2Z4WOq6tG5ctCwAMNb0lys/dtTCZHTjRHn+6alu2TAAAwBvrv51j5vjhsahfQRsAAAAu9Ub4e25fkMx6LyP4m+dthGfoUugAALiIlswaF9UVZ37E6umJeHarLR1wsRxv64yNe48ms6V147PlAYCh6PrZE+LWhZOT2ddXb4u9R05nywQAAKS6u3vigXV7ztm4Z9MtAAAAud111ZS4esbYZPYH37YRnqFLoQMA4CKqKi+LG2ZPSGarNyt0wMXy/R2Ho7vnzLmirMStggCQwb13zo+y0jMPgp3u6I7fe3xz1kwAAMAZL+08FLsPn0pmKxbXZssDAAAAb7UR/uCJ9vjjp7dmywQ5KXQAAFxky+onJudVjS3R07uqA7hga5oOJucrasdEdUVZtjwAMFTNnTQqfuI9M5LZP6zdGZv2HsuWCQAAOGNlQ7qdY+6kkbFgyqhseQAAAOBs1102Pj50eboR/s9WvxZ7jqSXE8BQoNABAHCR3TyvJjnvOXI6trYcz5YHisnapkPJeUnduGxZAGCo+7Vb62N45ZliZe8Wrc8/vCFrJgAAIKKruycefDktdKxYVNt3AyoAAAAMFp+5Y0GyEb6tszu+8piN8Aw9Ch0AABfZnIkjY+qY6mS2anNrtjxQLHo/iH5px+FktlShAwCymTSqOj6+fHYy+9dNLfGdLX72BQCAnJ5/7UC0HGtLZncvnpotDwAAALyR3m2SP9lvI/w/vrgrNuw5mi0T5KDQAQBwkfXecrasPt3SsbqxJVseKBab9x2L422dycyGDgDI62PLZsfEUVXJ7L6HN0R377oOAAAgi5UN6XaOK2pH911EBAAAAIPNr906L9kI39O3EX5j1kxwqSl0AAAMgGX1E5Pzd7cdjLbOrmx5oBisaTqUnGeMHxaTRqfbcACAS2tEVXn8+q3zktkru4/GvzQ0Z8sEAABDWUdXdzz8SlrouHtRbbY8AAAA8FZ6Lw77heVzktnTm1vimUYb4Rk6FDoAAAbATXNroqTkzPlUR1es3Z4+jA68My/2K3QsrRufLQsAcMaPL53etxL7bF98dFOc7lBoBgCAS+2ZLa1x+GRHMrt70dRseQAAAODtfGz5ZTGp/0b4h2yEZ+hQ6AAAGADjRlTGomljktkqzXG4IGuaDibna+vGZcsCAJxRXlYa996xIJntPnwqvvnc9myZAABgqFrZb1veNTPHxozxw7PlAQAAgLczvLI8PvWhdCP8q3uOxv/5/u5smeBSUugAABggy+onJufVjS3ZskCh23/0dOw8eCqZLVXoAIBB45aFk+L6y9LtWX/05JY4fLI9WyYAABhqerfkPbZ+XzJbsag2Wx4AAAA4Xz+6ZHrU99sI/yUb4RkiFDoAAAbI8nlpoWN989FoOdaWLQ8UsrVNh5LzqKrymDd5VLY8AECqpKQkPnfXwmR29HRnX6kDAAC4NJ7a1BLH2zpfP5eURHx40dSsmQAAAOB8N8J/9q50I3zzkdPxF9+xEZ7ip9ABADBAelfZj6gsS2bPbmnNlgcK2Zp+hY6rZ46NstKSbHkAgHMtnjE2VixOb//95nNNsfPgyWyZAABgKHlgXXNy7t2iN3l0dbY8AAAA8E58YP6kuGF2uhH+//3XLXHohI3wFDeFDgCAAVJRVhrvnVOTzFY1tmTLA8W0oWNJ3bhsWQCAN/ebt82PirIzpcv2ru744qObsmYCAICh4GR7Z3x7w/5kdveitHANAAAAhbYR/tjpzviqjfAUOYUOAIABtHxeWuhY3dgaPT092fJAITrd0RXrm48ks6V16Y0MAMDgMHPC8PiZ985KZv/S0Bzrdh3OlgkAAIaCJzbsj1MdXa+fe7fb3nnllKyZAAAA4J1aNH1s/Lt+G+H/6rvbo+nAiWyZYKApdAAADKDl9ROTc8uxtti491i2PFCI1u06Eh1dZ4pQpSURV88cmzUTAPDm/usH5sao6vJk9jsPblBsBgCAAbSyoTk53zi3JiaMrMqWBwAAAN6t37x9flSWnXnEvfeZERvhKWYKHQAAA6huwvCYMX5YMlvd2JItDxSiNU0Hk/OCKaNjZFX6kCgAMHiMG1HZV+o42/OvHYwnN+7PlgkAAIrZkVMd8fSm9H3nFYumZssDAAAAF2LG+N6N8HXJ7IF1e+L7O22EpzgpdAAADKCSkpJY1m9Lx+rG1mx5oBC92HQoOS+dNS5bFgDg/Pzs+2bFtLFpsfnzD2+Mzq7ubJkAAKBYPbZ+b7Sf9bN27y2mt10xJWsmAAAAuBD/9YNzY3S/jfD3PWQjPMVJoQMAYIAtr68553biU+1d2fJAIel9Ib62X6FjSZ1CBwAMdtUVZfEbt89LZo37j8c/rN2VLRMAABSr3ltKz3bz/IkxZlhFtjwAAABwocYOr+wrdZzthdcOxhMbbISn+Ch0AAAMsPfOqYmy0pLXz+2d3fHC9oNZM0Gh2NZ6Ig6d7EhmCh0AUBh+aPG0uKJ2dDL7yuOb42R7Z7ZMAABQbA6eaI9ntqRboVcsrs2WBwAAAC6Wn3nvG22E32AjPEVHoQMAYID13oR29YyxyWz15pZseaCQrN2ebueYPLrqnBfrAMDgVFpaEp+7a2EyaznWFl9f9Vq2TAAAUGwefmVPdHX3vH6uriiNWxZMypoJAAAALtZG+HvumJ/MtraciL9fszNbJhgICh0AAJfAsvqa5Ly6Mb0xDXhja5rSbTZL68ZHScmZjTcAwOB249yaeP/8icnsT1Ztjf3HTmfLBAAAxWRlQ3NyvmXh5BhRVZ4tDwAAAFxMKxbVxpXT0o3wv/d4Y5xosxGe4qHQAQBwCSyflz7Etmnfsdh7xENs8HbWNqUbOq6tG5ctCwDw7tx754IoPauPebK9K/7gicackQAAoCjsO3o6nn/t4DkPugAAAEAxb4RvPd4Wf7pqW7ZMcLEpdAAAXAKLpo2J0dXprWirG1uy5YFCcOhEe9+qzLMtVegAgIKzYMro+NEl05PZ331vZ2zZfzxbJgAAKAYPrtsTPT1nziOrys/ZkAcAAACF7n1zauID/V7vfn31tth/1GW6FAeFDgCAS6C8rDRunFuTzFY3tmbLA4XgxR3pdo7qitK4vDZdowkAFIZPfWh+35/lP9DV3RO/+8jGrJkAAKDQPbCuOTnfdsXkqK4oy5YHAAAABsq9dy48ZyP879kIT5FQ6AAAuESW1adN8We2tEZ391nXpwGJNU1poWPx9LFRUeYlDAAUoiljquPnb5qdzB5/dV+88NrBbJkAAKCQ7Tx4Ml7ccTiZrVhcmy0PAAAADKT5U0bFjy2Zkcz+/ns7Ysv+Y9kywcXiaSgAgEtkWX26oePgifZY33w0Wx4Y7Nb2K3QsnTUuWxYA4ML9ws2zY8KIymT2Ow9tiJ4eJWcAAHinHnx5T3IeO7wibuq3JRoAAACKyadum5dshO+9R/fzD9sIT+FT6AAAuERmjB8es2tGJLNVjS3Z8sBg1t7ZHQ070xsGl9QpdABAIRtVXRG/emt9Muv9877/g2gAAMDbW9nQnJzvvHKK7bYAAAAUtcmjq+Njy9KN8E9s2B/f3XYgWya4GLyjAwCQcUvHaoUOeEPrm49EW2d3Mrt2pkIHABS6j1w3My7rV3L+wiOb+sqcAADA+dnacvyc7c8rFtVmywMAAACXyi/cPOecjfD3PbQhunvXdUCBUugAALiEltVPTM5rmw7FibbObHlgsOr9/8bZ5k4aGWOHpy/IAYDC03tj8GfumJ/Mdhw8GX/93aZsmQAAoNA80JBuuasZWRXXz56QLQ8AAABcKiOryuPX+m2EX7frSDxgIzwFTKEDAOASeu+cCVFRVvL6uaOrx9o/OI9Cx9I62zkAoFjcfsWUWNLvz/avPtkYR051ZMsEAACFoqenJ1aua05mdy+aGmWlZ953BgAAgGL2k9fNjNn9NsJ/8dGN0dbZlS0TXAiFDgCAS2hEVXlcOzN9eG11Y2u2PDBYP5Re06/Qca1CBwAUjZKSkvjcXQuS2aGTHfG1p7ZmywQAAIVi075jsWX/8WS2YvHUbHkAAAAgy0b4O9PPmnYePBV/9ZyN8BQmhQ4AgEts+byJyXlVY0u2LDAY7Tp0KlqOtSUzGzoAoLgsqRsfd145JZl949nXYvfhU9kyAQBAIVjZkG7nqB1THdfM8N4ZAAAAQ8ttl08+51mSrz65JY6ctBGewqPQAQBwiS2vTwsd21pOxK5DJ7PlgcFmbb/tHONHVMZl/VZlAgCF7547FkR5acnr5/bO7vjyY5uyZgIAgMG+2XZlw55kdvfi2ig96+dqAAAAGDIb4T+8MJkdOdUR/+OpLdkywbul0AEAcIldUTs6xg2vSGarG1uz5YHBZk3TweR87cxxfS/EAYDi0lvY/KnrZyazf35pd6xvPpItEwAADGbrdh2JHQfTy4FWLKrNlgcAAABy6n2e5K6r0o3w//M7212sS8FR6AAAuMR6b0u7qd+WjtWNLdnywGCztulwcl46K12RCQAUj1+5pT5GVpW/fu7pifj8wxuzZgIAgMFqZUNzcp41YXhcOW10tjwAAACQ2z23v9FG+M1ZM8E7pdABAJDBsvqa5PxMY2t0dfdkywODxbHTHbFp79FktqROoQMAitWEkVXxi++fc872uqc3KzwDAMDZurt74sGX9ySzFYtrbbYFAABgSJtVMyL+0w1152yEf2W3jfAUDoUOAIAMlvfb0HH0dGc07Eq3EsBQ9NKOw3F2t6mirCSumjYmZyQAYID93I2XxZTR1cns/oc2KDwDAMBZ1u44FHuOnD6n0AEAAABD3Sc/ODdGnbURvtf9D2+Int7V8FAAFDoAADKYMqY65k0emcxWb27NlgcGi7VNh5LzldPGRHVFWbY8AMDAG1ZZFp+6bV4y27j3WPzTi7uyZQIAgMFmZUNzcu59f3ne5FHZ8gAAAMBg2gj/iX4b4Z/dciCeshGeAqHQAQCQybJ+WzpWN3oRAf0LHUvrxmXLAgBcOv/h2umxYEr6MNqXH9scpzu6smUCAIDBorOrOx56eU8yW7HIdg4AAAD4gf9y02UxdUy6Ef7zD220EZ6CoNABAJDJsvqa5PzSzsNx9HRHtjyQW++L6Jd2pIWOJQodADAklJWWxL13Lkhme4+ejj9/5rVsmQAAYLD47raD0Xq8PZndvVihAwAAAH6guqIsPvWhdCP8pn3H4n+vtRGewU+hAwAgk+svmxCV5aXJw+zf2XIgaybIaePeo3GiPb2Fe0nd+Gx5AIBL6+Z5E+PGuROS2dee2hoHjrdlywQAAIPByobm5HzVtDFxWc2IbHkAAABgMPr3b7QR/vFNcarfsygw2Ch0AABkMqyyLK6blT6svrqxJVseyO3FpnQ7R92E4TFxVFW2PADApVVSUhKfvXNhlJScmR1v64yvPrklZywAAMiqvbM7Hn5lTzJbsXhqtjwAAAAwmDfCf/auhcls39G2+PNntmXLBOdDoQMAIKNl9TXJeXVja7YskNuafoWOJTPHZcsCAORx5bQx8SNXT0tmf/3dpnit9US2TAAAkNMzW1ri6OnOZPbhRbXZ8gAAAMBg3wjf/3msP356W7TaCM8gptABAJDRsvqJyXnHwZOx3cNqDFFr+xc6Zil0AMBQ9Knb5kVl+Zm3LTu7e+KLj27MmgkAAHJZ2ZBu51haNy6mjR2WLQ8AAAAMdvfeueCcjfB/+O3GnJHgLSl0AABktHDqqKgZWZXMVje2ZMsDuew7ejp2HTqVzJbUKXQAwFA0fdzw+OiNs5LZQy/vPaf8CQAAxe50R1c8tn5vMrt70dRseQAAAKAQXFE7Jn7kmnQj/N88vyO2tRzPlgneikIHAEBGJSUlsbzfmr9Vja3Z8kAua7anD2iOqiqPeZNGZcsDAOT1S++fG2OHVySz+x/aED09PdkyAQDApfavG/fHifau18+lJRF3KXQAAADA2/qN2+afsxH+C49sypoJ3oxCBwBAZsvmpYWO57YeiI6u7mx5IIf+N25fUzcuSns/oQYAhqQxwyrikx+sT2Zrmg7Fo+v3ZcsEAACX2sp1zcn5htkTYtKo6mx5AAAAoFDUjh0WP3fjZcnskfW9G+EPZssEb0ahAwAgs5vmTkzOx9s646Udh7PlgRz6v2BeWjcuWxYAYHD4TzfMjBnjhyWzLzyyUfkZAIAhofd94m9v2J/MViyuzZYHAAAACs0vfWBOjOu3Ef53HrQRniFe6Oju7o7Ozs539D1dXV3v+HsAAArJxFFVcfnU0clsdWNLtjxwqZ1q74r1zUeT2RKFDgAY8qrKy+Ke2xcks22tJ+LvXtiRLRMAAFwq396wL9o6z5SZy0tL4o4rpmTNBAAAAIVkdPW5G+Ff3HE4Hl2/N1smyFLoeP755+OHf/iHY8KECVFWVhYVFRUxZ86c+O///b/H6dOn3/B7Hn300fjQhz4UY8aMifLy8qiqqoorrrgi/uiP/qivFAIAUGyWzatJzqsaW7NlgUutYdfh6Ow+c/tBWWlJXD1jbNZMAMDgcPeiqbF4+phk9vtPNPbdVgwAAMVsZUNzcl5WXxPjRlRmywMAAACF6D/dUBczxw9PZr/7yCYb4Rk6hY6//Mu/jBtvvDG+9a1v9ZU3brjhhpg9e3Zs27Ytfvu3fztuueWWaGtrS77n//l//p+444474oknnoiSkpJ43/veF1OnTo1XX301PvnJT8ZP/MRPDGRkAIAsltdPTM7rdh2OQyfas+WBS2lt06HkvHDqqBhRVZ4tDwAwePS+P/jZuxYmswMn2uNPnt6aLRMAAAy0Iyc74unN6RbnuxfVZssDAAAAhaqyvDTuuWN+Mnut9UT8zfM2wjMECh0NDQ3x8Y9/PLq6uuLTn/507Nu3L5577rnYsmVL36aNXt/5znfii1/84uvf8/DDD8dv/dZv9W3y+MIXvhD79++PZ599NrZv3x733ntv3z/zj//4j/HXf/3XAxUbACCLpbPGRXXFmR/Nenoint1qSwdDs9CxZOa4bFkAgMHnhtkT4taFk5LZ11dvi31H33j7LwAAFLpH1++Njq6e5OGTD10xOWsmAAAAKFQfvmpqLJ4xNpn9wbcb49jpjmyZ4JIUOu65555ob2/v++uXvvSlGDly5Ou36v3yL/9y/NAP/VDf+W//9m/7/trT0xOf+tSn+r7+6le/Gr/5m78ZlZX/tjK2vLw87r///rj66quT7wEAKBZV5WV9D6qdbfVmhQ6KX3d3z7mFjlnjs+UBAAane+9cEGWlJa+fT3d0x1ce25w1EwAADJSV65qT8wfmT4zR1RXZ8gAAAEAh6312/b/12wh/8ER7/LGN8BRzoePEiRMxfPjweM973hO//du//Yb/TO/f69Xc/G9vRu3cuTNmz54dH/rQh+ITn/jEG37P0qVLk+8BACgmy+onJufVjS19pVcoZttaj8eRU+mNB0vqbOgAAFJzJ42Kn3jPjGT2D2t3xqa9x7JlAgCAgdB6vC2e3ZJe9rNicW22PAAAAFAMrrtsfHzo8nT75Z+tfi32HDmVLRMMaKFjxIgR8c///M/xwgsv9H39Rn5QyvjB3585c2Y8+OCD8dhjj/U1oc7newAAisny+prk3HzkdGxtOZ4tD1wKa7an2zmmjqmOaWOHZcsDAAxev3ZrfQyvLHv93N0T8fmHN2TNBAAAF9vDr+zt+1n3B3p/Bv7ggkk5IwEAAEBR+Mwd6Ub4tk4b4SniQsfb6erqim9961t9X99yyy3n9T2HDx+Ob3/72+/oewAACsncSSP7HmY/26rN6U1sUGzWNqWFjmtt5wAA3sSkUdXx8eWzk9m/bmqJ7/S7vRgAAArZyoZ/u+TwB25dODmGV5ZnywMAAADF9GzWT/bbCP+PL+6KjXuPZssE2Qod3/jGN2L37t19X//ar/3aeX3PF7/4xWhra4vq6ur4xCc+8Y5+v127dr3lrz179ryr/x4AABdT75ayZf22dKxubMmWB3IUOpYqdAAAb+Fjy2bHxFFVyey+hzdE99lXGAMAQIHac+RUfG/7wWR296Kp2fIAAABAsfm1W+clG+F7eiLuf2hj1kxwyQsdveWJe++9t+/rj370o3HNNde87fe8/PLL8aUvfanv689+9rMxdeo7e9NqxowZb/nruuuue5f/bQAALq5l9ROT83e3HYy2zq5seWAgHTzRHttaTySzpXXjs+UBAAa/EVXl8eu3zktmr+w+Gv/S7xZjAAAoRA+u29P3IMkPjKouj5vnp+8ZAwAAAO9e78Vhv7B8TjJ7enNLPNNoIzxDpNDR3d0dP/MzPxMHDx6Murq6+MpXvvK233Py5Mn4yEc+Eu3t7bF06dLXyyAAAMXoprk1UVJy5nyqoyvWbk83GECxbucYVlEWC6aOypYHACgMP750et9K7LN98dFNcbpDERoAgMK2ct2e5Hz7FVOiqvzMraEAAADAhfvY8svO2Qh/v43wDJVCx2/91m/FE088EVVVVfH3f//3MXbs2Lf9no997GOxfv36GD9+fN/3VFZWvuPfd+fOnW/564UXXniX/40AAC6ucSMqY9G0MclslQY4Q6TQcfWMsVFRdsmXCAIABaa8rDTuvWNBMtt9+FR887nt2TIBAMCF2nHgZDTsPJzMViyuzZYHAAAAitXwyvL41IfObISfPLoqfva9s0Kdg1zKL9Vv1FvGuO+++/q+/trXvhbXX3/9237PF77whfibv/mbKCsr6/v+2bNnv6vfe/r06e/q+wAAclhWPzEadh15/by6sSXuvTN9YA2Kwdqmg8l5Sd24bFkAgMJyy8JJcd1l4+OF1878PPFHT26JH186I8YOf+cXwgAAQG4PvNycnMePqIz3zZmQLQ8AAAAUsx9bMj3+f2t2xq0LJ8fP3XhZDKu0IZN8Lsn1t88991x89KMf7fv6M5/5zOtfv5V/+qd/is9+9rN9X//RH/1R3HrrrQOeEwBgMFhWX5Oc1zcfjZZjbdnywEBo6+xKiku9lsxS6AAAzk9JSUl87q6Fyezo6c6+UgcAABSilQ17kvOdV06xzRYAAAAGcCP8P/3i++KXPzBXmYPsBvwdoPXr18eKFSvi1KlT8WM/9mNx//33v+33PPXUU/FTP/VT0d3dHb/xG78Rn/jEJwY6JgDAoHFt3bgY0e+FwrNbWrPlgYHQW1Rq7+xOZtfOUOgAAM7f1TPGxt2Lpiazbz7XFDsPnsyWCQAA3o0t+4/Fhj1Hk9ndi2qz5QEAAIChcoEYFH2h45VXXolbbrklDhw4EDfffHP81V/91dv+j7+3zNFbADl9+nR85CMfiS984QsDGREAYNDpvXXtvXPSLR2rGluy5YGBsHb7oeQ8b/LIGDO8IlseAKAw3XP7gqgoO/N+Y3tXd3zx0U1ZMwEAwIVu55g0qiquu2x8tjwAAAAAFEGhY9++fXHrrbf2/fWqq66Kb33rW1FVVfW2BZC77747jh8/3ve9f/EXf6H9BAAMScvnpYWO1Y2t0dPTky0PXGxrm9JCx5I62zkAgHdu5oTh8dM3zEpm/9LQHOt2Hc6WCQAA3one931XrmtOZh9eNDXKSn1ODgAAADAUDFih40tf+lJfmaPXhg0bYvLkyVFdXf2Gv1atWtX3z/3f//f/HSdOnOj7+umnn47Ro0e/6fc0NTUNVHQAgOyW1U9Mzi3H2mLj3mPZ8sDF/pB6zTmFDjcOAgDvzic/ODdGVZcns995cINCNAAABeHVPUdjW8u/fUb+AysW12bLAwAAAECRFDq+//3vv/51Z2dntLW1vemv7u7uc76no6PjLb/HB7IAQDGbNWF4zBg/LJmtbmzJlgcupp0HT0Xr8bZkttSGDgDgXRo3ojL+6wfmJrPnXzsYT27cny0TAACcrwfW7UnO08YOi2tmjM2WBwAAAIAiKXQ8/vjjfaWL8/n1/ve/v+97Ghsbz/t7Zs2aNVDRAQCyKykpOWdLx+rG1mx54GJa03QwOU8YURl1E4ZnywMAFL6ffd+svgffzvb5hzdGZ9e/XSQDAACDUe/n3isbms/ZztH7/jAAAAAAQ8OAFToAALgwy+trzrll+HRHV7Y8cLGsbTqUnJfUjfMhNQBwQaoryuI3bp+XzBr3H49/WLsrWyYAAHg73995OHYdOpXMViyemi0PAAAAAJeeQgcAwCD13jk1UVZ65iH39s7uvlIHFGOhAwDgQv3Q4mlxRe3oZPaVxzfHyfbObJkAAOCtrGzYk5xn14yIy6emP9MCAAAAUNwUOgAABqkxwyri6hljk9nqzS3Z8sDFcORUR2zadyyZLZ2l0AEAXLjS0pL43F0Lk1nLsbb4+qrXsmUCAIA309XdEw+sa05mdy+utckWAAAAYIhR6AAAGMSW1dck59WNrdmywMXw/Z2Ho6fnzLmyrDSuqB2TMxIAUERunFsTN8+bmMz+ZNXWvmIHAAAMJt/bfjD29/s5dcWiqdnyAAAAAJCHQgcAwCC2rD59GK13s8G+o6ez5YELtXb7weR81fQxUV1Rli0PAFB8PnvXgjj7UuOT7V3x+09szhkJAADOsbIh3c6xYMqoqJ88KlseAAAAAPJQ6AAAGMQWTx8To6vLk9mqzS3Z8sCFWrvjUHJeUjcuWxYAoDgtmDI6fvTa6cns7763M7bsP54tEwAAnK2zqzsefmVvMluxuDZbHgAAAADyUegAABjEystK48a5NclsdWNrtjxwoR9Uv7TjcDJT6AAABsKnbpsX1RVn3vrs6u6J331kY9ZMAADwA9/ZeiAOnmhPZisWKXQAAAAADEUKHQAAg9yy+onJ+ZktrdHd3ZMtD7xbG/cei5PtXclMoQMAGAhTxwyL/3LTZcns8Vf3xQuvHcyWCQAAfmBlQ/M5m5pnThieLQ8AAAAA+Sh0AAAMcsvq0w0dvTe3rW8+mi0PvFtrmw4l51kThkfNyKpseQCA4vaJm+fEhBGVyex3HtoQPT3K0QAA5NPW2RWPrN+bzFYstp0DAAAAYKhS6AAAGORmjB8es2tGJLNVjS3Z8sC7taZfoWNJ3fhsWQCA4jequiJ+9db6ZNaw83A8+PKebJkAAGDV5tY4drozmX140dRseQAAAADIS6EDAKAAt3SsVuigAL14TqFjXLYsAMDQ8JHrZsZl/crRX3hkU7R3dmfLBADA0LayoTk5XzdrfEwdMyxbHgAAAADyUugAACgAy+onJue1TYfiRFt6ixsMZnuOnIrdh08ls6WzFDoAgIFVUVYan7ljfjLbcfBk/PV3m7JlAgBg6DrV3hVPbNiXzFYstp0DAAAAYChT6AAAKADvnTMhKspKXj93dPXEd7cdyJoJ3oneEtLZRleXx9yJI7PlAQCGjtuvmHLOZrCvPtkYR051ZMsEAMDQ9OTG/XGyvev1c2lJxJ1XKXQAAAAADGUKHQAABWBEVXlcOzN9CG11Y2u2PPBOrdmeFjqurRsXpb2fWAMADLCSkpL43F0Lktmhkx3xtae2ZssEAMDQtLKhOTm/b05N1IysypYHAAAAgPwUOgAACsTyeROT86rGlmxZ4J16cUda6Fja75ZsAICBtKRufNxxxZRk9o1nX4vdh09lywQAwNBy7HRHPLlpfzJbsdh2DgAAAIChTqEDAKBALKuvSc7bWk7ErkMns+WB83WyvTPWNx89Z0MHAMCldM8d86P8rA1h7Z3d8eXHNmXNBADA0PH4q/v6fgb9gYqykri9X+kYAAAAgKFHoQMAoEBcWTsmxg2vSGarG1uz5YHz1bDzSHR197x+ListiatnjM2aCQAYemZPHBn/8fqZyeyfX9od65uPZMsEAMDQsbKhOTkvr58YY4dXZssDAAAAwOCg0AEAUCBKS0vipvqJyWx1Y0u2PHC+1jYdTM6XTx0dwyvLs+UBAIauX7mlPkZWnfk5pKcn4vMPb8yaCQCA4nf4ZPs5l/OsWFybLQ8AAAAAg4dCBwBAAVlWX5Ocn2lsTTYfwGC0pulQcl5SNy5bFgBgaKsZWRWfuHl2Mut9sO7pzYrSAAAMnEde2RudZ72PW1VeGrdePjlrJgAAAAAGB4UOAIACLnQcPd0ZDbsOZ8sDb6e7uydeVOgAAAaR/3LT7Jg8uiqZ3f/QBkVpAAAGzMp1zcn5gwsmJZvjAAAAABi6FDoAAArI1DHDYt7kkcls9ebWbHng7WxpOd5XPDrb0lkKHQBAPsMqy+LTH5qfzDbuPRb/9OKubJkAAChe+4+djue2HkhmKxbXZssDAAAAwOCi0AEAUGCW1U9MzqsbW7Jlgbeztt92jtox1X3FJACAnP7DkumxYMqoZPblxzbH6Y6ubJkAAChOD7+8N85eBjeisiw+MH9SzkgAAAAADCIKHQAABWZZfU1yfmnn4Th6uiNbHngra7anhY4ls8ZnywIA8ANlpSVx750Lktneo6fjz595LVsmAACK08qG5uT8ocsn922NAwAAAIBeCh0AAAXm+ssmRGX5mR/jurp74jtbDmTNBG/mxR1poWNp3bhsWQAAznbzvIlx49wJyexrT22NA8fbsmUCAKC4NB8+FWv6bbBdsbg2Wx4AAAAABh+FDgCAAtN7e9t1/bYcrG5syZYH3kzr8bZ4rfVEMlui0AEADBIlJSXx2TsXJrPjbZ3x1Se3ZMsEAEBxeXDdnuQ8uro8ltVPzJYHAAAAgMFHoQMAoAAtq69JzqsbW7NlgTfzYr/bB4dXlsWCKaOy5QEA6O/KaWPiR66Zlsz++rtNsb1fKRUAAN6Nleuak/OdV05Nti8DAAAAgHeLAAAKUP9b3HYcPBlNBzx0xuCytl+h4+oZY6O8zEsQAGBw+fRt85KH6jq7e+ILj27MmgkAgMLXWxJet+tIMrt78dRseQAAAAAYnDxNBQBQgBZOHRU1I6uS2arNLdnywBtZ06/QsbRuXLYsAABvZvq44fHR981KZg+9vDde3JH+LAMAAO/EA/22c0wYURnvnT0hWx4AAAAABieFDgCAAlRSUhLL62uS2arG1mx5oL+2zq54ud8NhNcqdAAAg9QvfWBujB1ekczue3BD9PT0ZMsEAEBhW9mwJznfddVU22sBAAAAOId3jAAACtSyeWmh47mtB6KjqztbHjjbK7uPRPtZ/3ssKYm4ZqZCBwAwOI0ZVhH/9QNzz9k29uj6fdkyAQBQuDbvOxab9h1LZisW12bLAwAAAMDgpdABAFCgbpo7MTkfb+uMl3YczpYHzra26VBynjdpVN+DkgAAg9VPv7cuZowflsy+8MhGpWkAAN6xBxqak/OU0dWx1PZaAAAAAN6AQgcAQIGaOKoqLp86OpmtbmzJlgfOtmZ7WuhYMssH1gDA4FZVXha/efuCZLat9UT83Qs7smUCAKDw9PT0xMp1e5LZ3YumRmlpSbZMAAAAAAxeCh0AAAVs2bya5LyqsTVbFjj7Q+sXd6SFDjcQAgCFYMWiqbF4+phk9vtPNPZtwwMAgPOxvvlovNZ6Ipndvbg2Wx4AAAAABjeFDgCAAra8fmJyXrfrcBw+2Z4tD/RqOnAyWo+n/ztcotABABSAkpKS+OxdC5PZgRPt8SdPb82WCQCAwrKyoTk5zxg/7JzSMAAAAAD8gEIHAEABWzprXFRXnPmRrqcn4pkttnSQ19qmdDtHzciqmDl+eLY8AADvxA2zJ8StCycls6+v3hb7jp7OlgkAgMLQ3d0TD6zbk8xWLKrtKw4DAAAAwBtR6AAAKGBV5WV9D5ydbfVmhQ7yWtOv0LGkbqwPrQGAgnLvnQui9KwfX053dMdXHtucMxIAAAXgpZ2HYvfhU8lsxeLabHkAAAAAGPwUOgAACtyy+onJeXVjS/T0ruqATNY2HUzOS+vGZ8sCAPBuzJ00Kn7iPTOT2T+s3Rmb9h7LlgkAgMFvZUO6nWPupJGxYMqobHkAAAAAGPwUOgAACtzy+prk3HzkdGxtOZEtD0PbkVMdsXnf8WR2bd24bHkAAN6tX/9QfQyvLHv93N0T8fmHN2TNBADA4NXV3RMPvpwWOlYsqrW5FgAAAIC3pNABAFDgem95mzqmOpmt2tySLQ9D24s7DiXnyvLSuHLa6Gx5AADerUmjquNjy2Yns3/d1BLf2dKaLRMAAIPX868diJZjbcns7sVTs+UBAAAAoDAodAAAFLjeG96W9dvSsbpRoYM8XmxKCx2Lp4+JqvIzN1sDABSSjy+fHTUjq5LZfQ9viO7edR0AAHCWlQ3pdo7Lp46OORNHZssDAAAAQGFQ6AAAKALL6icm5+9uOxhtnV3Z8jB0rdmeFjqurRuXLQsAwIUaUVUev/6h+mT2yu6j8S8NzdkyAQAw+HR0dcfDr6SFjhWLa7PlAQAAAKBwKHQAABSBm+bWREnJmfOpjq5Y2+/BehhonV3d8f2dh5PZ0rrx2fIAAFwMP7F0RsyZOCKZffHRTXG6Q4EaAIB/88yW1jh8siOZ3b1oarY8AAAAABQOhQ4AgCIwbkRlLJo2JpmtamzNloehacOeY31lorNdO3NstjwAABdDeVlp3HvnwmS2+/Cp+OZz27NlAgBgcHmgId3Occ3MsTFj/PBseQAAAAAoHAodAABFYln9xOS8urElWxaGpjVNB5Pz7JoRMWFkVbY8AAAXy60LJ8V1l6Wbx/7oyS1x+GR7tkwAAAwOvZvbHlu/N5mtWFSbLQ8AAAAAhUWhAwCgSCyrr0nO65uPRuvxtmx5GHrWNh1KztfWjcuWBQDgYiopKYnP3ZVu6Th6urOv1AEAwND29OaWONbW+fq5pCTiw4umZs0EAAAAQOFQ6AAAKBLXzBwXIyrLktkzja3Z8jD09C90LFXoAACKyNUzxsbd/R7M++ZzTbHz4MlsmQAAyG9lQ3Nyvm7W+Jg8ujpbHgAAAAAKi0IHAECRqCwvjffOSbd0rGpsyZaHoaX58KnYc+R0Mlui0AEAFJl7bl8QFWUlr5/bu7rji49uypoJAIB8TrZ3xrc37E9mKxbXZssDAAAAQOFR6AAAKCLL56WFjtWNrdHT05MtD0PHmn7bOcYMq4g5E0dmywMAMBBmThgeP33DrGT2Lw3NsW7X4WyZAADI54kN++NUR9fr57LSkrjzyilZMwEAAABQWBQ6AACKyLL6icm55VhbbNp3LFseho4X+xU6erdzlJaeub0aAKBYfPKDc2NUdXkyu++hDYrUAABD0AMNzcn5xrk1MWFkVbY8AAAAABQehQ4AgCIya8LwmDF+WDJbtbklWx6GjjVNB88pdAAAFKNxIyrjlz8wN5l9d9vB+NdN+7NlAgDg0jt6uiOe2pS+97pi0dRseQAAAAAoTAodAABFpKSk5JwtHasbW7PlYWg40dYZG/akm2AUOgCAYvaf3zcrpo1Ni9T3P7QxOru6s2UCAODSemz9vmg/6+e/yrLSuO2KKVkzAQAAAFB4FDoAAIrM8vqa5Pz8awfjdEdXtjwUv4adh6Oru+f1c3lpSSyePjZrJgCAgVRdURafvm1eMmvcfzz+Ye2ubJkAALi0VjY0J+fl8ybGmGEV2fIAAAAAUJgUOgAAisx759REWWnJ6+f2zu6+UgcMlDVNh5LzFbWjY1hlWbY8AACXwg9fPS0unzo6mX3l8c1xsr0zWyYAAC6Ngyfa45kt6WbkFYunZssDAAAAQOFS6AAAKDK9t8BdPSPdjrB6c0u2PBS/tf0KHdfWjcuWBQDgUiktLYnP3bUwmbUca4uvr3otWyYAAC6Nh1/Zk2ysra4ojVsXTs6aCQAAAIDCpNABAFCEltXXJOfVjeltcXCxdHf3xIs70kLH0rrx2fIAAFxKN9XXxM3zJiazP1m1ta/YAQBA8XqgYU9yvmXh5BhRVZ4tDwAAAACFS6EDAKAILatPHyrbtO9Y7Dt6Olseilfj/uNx7HRnMltiQwcAMITce+eCKCk5cz7Z3hW//8TmnJEAABhA+4+eju++diCZrVhUmy0PAAAAAIVNoQMAoAgtnj4mRlWnN8Kt2tySLQ/Fa03TweQ8beywmDKmOlseAIBLbeHU0fGj105PZn/3vZ2xZf/xbJkAABg4D768J3p6zpxHVpXH++enF+wAAAAAwPlS6AAAKELlZaVx09yaZLa6sTVbHorX2qZDyXnpLNs5AICh51O3zYvqijNvtXZ198TvPrIxayYAAAbGyobm5Hzb5ZOjuqIsWx4AAAAACptCBwBAkVpWn94K98yW1ujuPuvqOBiAQseSOoUOAGDomTpmWPyXmy5LZo+/ui9eeC3dZgYAQGHbefBkvLjjcDJbsbg2Wx4AAAAACp9CBwBAkVpWn27oOHiiPV7dczRbHopPy7G2aDpwMpkpdAAAQ9Unbp4T40dUJrP7HtoQPT1K1QAAxeLBl/ck57HDK+LGfpuSAQAAAOCdUOgAAChSM8YPj9k1I5LZ05tbsuWh+LdzjKgsi/mTR2XLAwCQ06jqivjVW+qT2fd3Ho6HXt6bLRMAABfXyobm5HznlVOistxH7gAAAAC8e95dAgAYQls6VjcqdHDxrG06mJyvmTkuysu8xAAAhq7/eP3MuKxfqfoLj26M9s7ubJkAALg4trUcj/XN6QbkFYtqs+UBAAAAoDh42goAoIgtq594zkaFE22d2fJQ3Bs6rq0bly0LAMBgUFFWGvfcPj+ZNR04GX/93aZsmQAAuDgeWLcnOdeMrIrrZ0/IlgcAAACA4qDQAQBQxG6YMyHKS0teP3d09cTzrx3ImonicLqjK17Znd5IuFShAwAg7rhySlw7c2wy++qTjXHkVEe2TAAAXJienp74l4bmZPbhq6ZE2VnvvQIAAADAu6HQAQBQxEZWlceSfg/Zr9rcmi0PxeOV3Ueivav79XNJScTV/R5cBAAYikpKSuK/fXhhMjt0siO+9tTWbJkAALgwm/Ydiy37jyezFYtrs+UBAAAAoHgodAAAFLnl8yYm51WNLdmyUDzWNB1KzvMnj4rR1RXZ8gAADCZL6sbHHVdMSWbfePa12H34VLZMAAC8eyv7beeoHVMd1860rRYAAACAC6fQAQBQ5JbV1yTnbS0nYtehk9nyUBzW9it0LJ3lA2wAgLPdc8f8KC8tef3c3tkdX35sU9ZMAAC8cz09PbGyYU8yu3txbZSe9bMeAAAAALxbCh0AAEXuitoxMW54ujlhdWNrtjwUx4fYL/YrdCypU+gAADjb7Ikj4z9ePzOZ/fNLu2N985FsmQAAeOde3n0kdhxML8hZsag2Wx4AAAAAiotCBwBAkSsrLYmb6icms9WN/3/27gS8rru8E/+r1fImWbbkTbJlx5bjbI4lm5DNJoQlhAQSG9pCCx0yFP4tzDAzZUqh7VBmpgOFQmdoyxRKS1soheliJ6RkBULs7Niync22ZMeWLcmLZMu7JWu5/+fewE2uE1tZbB0tn8/z6JF+r87R/QYSW/fe8z2/9sTyMPzt6DgeB46fypktrZmcWB4AgKHqE2+pjQljCrPrVCrij+/ekmgmAABenTs3teWs50wZF5dWlSaWBwAAAICRRaEDAGAUWFZbkbN+qKkj+vpTieVheFt/2u4clRPHRHX52MTyAAAMVRUTxsRvvumCl+yWt6ZRwRoAYDjo70/Fvz25J2d286KZkZeXl1gmAAAAAEYWhQ4AgFFY6DjS1RtPthxKLA8jq9CxtKbcm9gAAGfw4WsviGmlY3Jmn79rs4I1AMAwsH5XZ+w53JUze9flMxPLAwAAAMDIo9ABADAKzCgbGwumTciZrWnsSCwPI6vQsaSmPLEsAABD3djigvjk2y7MmW3ZezRWb2hNLBMAAK/MnZvactbp11gvnD4xsTwAAAAAjDwKHQAAo8Sy2sqc9dqm9sSyMHwdOnEqmvYfy5kpdAAAnN17llTHhdNyL/z7yn1bo6unL7FMAACcXW9ff9z11J6c2bsW2Z0DAAAAgHNLoQMAYJRYVluRs96w+1Ac6epJLA/D04Zdh3LWYwrz45KZZYnlAQAYDgry8+LT71yYM9tzuCv+5qEdiWUCAODsHt9xMDqOncqZ3Xy5QgcAAAAA55ZCBwDAKPHGuVOiuPCFX//6+lPx6PYDiWZi+FnXfDBnfXn1pJx/rwAAeHnXLaiMa+ZPyZn95U+3x4Fj3YllAgDgzO7c1JazvqyqLOZWjE8sDwAAAAAjkyuvAABGibHFBXHFnMk5szWN7YnlYXha39yZs14ypzyxLAAAw0leXl585saLcmbHunvjz3+yLbFMAAC8vFO9/XH303tzZu+6fEZieQAAAAAYuRQ6AABGkWW1FTnrtU0diWVh+Onp64+Nuw/lzJbMVugAAHilLq0qixV1VTmzf3isOXZ2HE8sEwAAL/XQtvY4fLInZ3bTopmJ5QEAAABg5FLoAAAYRZbVVuasdx08Ec0HXDzGK/Ns25Ho6unPmdXXKHQAALwan3z7gigufOFl2d7+VHzp3i2JZgIAINedm/bkrJfUlEfVpLGJ5QEAAABg5FLoAAAYRRZOnxgVE8bkzNY0tieWh+FlfXNnzvqCyvExeXxxYnkAAIaj6vJxcdvVc3Jmdz21Nxp25f6uBQBAMrp6+uK+Z/bmzN61aEZieQAAAAAY2RQ6AABGkfz8vFheW5EzW9PUkVgehnehY6ndOQAAXpOPvXl+TBpXlDP7/A83RyqVSiwTAADP++nW/XH8VF92nZ8X8U6FDgAAAADOE4UOAIBRZtmC3ELHo9sPRE9ff2J5GB7SFxeuaz6YM1ui0AEA8JqUjS2K//Dm+Tmzdc2dcd+z+xLLBADA8+7ctCdnfeUFU2LqxJLE8gAAAAAwsil0AACMMtfOr8xZH+vujY27DyWWh+Gh9dDJ2HekO2e2pGZyYnkAAIa7D15VE7Mmj82ZffHuLcrWAAAJOtrVEz/ekluyfdflMxPLAwAAAMDIp9ABADDKVE4cExfPKM2ZrWlsTywPw8P65s6c9aRxRTGvcnxieQAAhrsxhQXxOzcszJk913E8vv+z3YllAgAYrTvTpm9489k7no7lX3ogunpeKNgW5ufFOy6Znmg+AAAAAEY2hQ4AgFFo2YKKnPWapo7EsjA8Cx1LZpdHXl5eYnkAAEaCmy+bEZdXl+XMvvqjxswuegAAnF+7D56IP/9xU7zlKw/GrV97OL79aHN0nujJOeba2oooH1+cWEYAAAAARj6FDgCAUWh5bWXO+smWQ3HoxKnE8jAMCx1zyhPLAgAwUuTn58Vn3nlRzqzj2Kn4xoPbE8sEADCSHT7ZE99/Ylf88tcfjWVfeiC+cn9jZpe0M/l3V80Z1HwAAAAAjD6FSQcAAGDwLakpj5Ki/Ojq6c+sU6mIh7cdiJsWzUg6GkNQ+g7Rm/cceckOHQAAvH5XXjAl3nrR1PjR5v3Z2TfXPhcfuLImppWWJJoNAGAk6OnrjzWN7bGqoTXu37wvTvU+/5roQK+ffmTZ3HjzwqmDkhEAAACA0UuhAwBgFCopKshcOPbTre3ZWfpNTYUOXs7GXYeiP/XCujA/Ly6fNSnJSAAAI8rvvmNh/GTL/uzvXOni9Z/e1xhffO+ipKMBAAxLqVQqnmw5HKs3tMadm9riwPGBdyeumTIuVtRVZT5qpowflJwAAAAAoNABADBKLautzCl0rG1qz7zRmZeXl2guhp71zZ0560uqyjKlIAAAzo3aaRPjV94wO773xK7s7J/X745/f+3cuHD6xESzAQAMJy2dJ+KOjW2xqqEltrcfH/D4srFFcfOiGbGyvirqZ5d7bRQAAACAQafQAQAwSi2vrchZtx3uyrzJOX/qhMQyMTStaz6Ys15aU55YFgCAkeq/vLU27tjYGidO9WXW6d06/vjuzfG3t12RdDQAgCHtaFdP3P3U3vjXhpZ4fEfu61gvp6ggL9584dRYWV8db15YGWMK3bgEAAAAgOQodAAAjFLp4sb00pLYe6QrO1vT2K7QQY6+/lRs3HUoZ7ZEoQMA4JybWloSH1l2QXz1x03Z2QNb2+ORbR1x9fzcMjYAwGjX29cfa5s6MiWO+5/dF929/QOeUzd7UqbEcfNlM6J8fPGg5AQAAACAgSh0AACMUnl5ebF8QUX807qW7GxtU3v8+2vnJpqLoaVx39E42t2bM7NDBwDA+fHR5RfEdx/fFR3HurOzz9+9OX7w8WsjPz8v0WwAAElLpVLxdOuRWLWhJe7c1BYdx04NeM6syWNjRV11rKirirkV4wclJwAAAAC8GgodAACj2LLaypxCx2PPHYzu3r4YU1iQaC6GjvXNnS95Ezx992gAAM698WMK47+8rTZ+f/XT2Vn6osU7n2yLWxZXJZoNACApbYdOxu0bW2NVQ2ts239swONLSwrjpkUzY2V9VebGJOkb2wAAAADAUKXQAQAwil07vyLS72emUs+vT/b0ZS7gv3peRdLRGKKFjiWz7c4BAHA+/crSWfGth3bE9vbj2dmX7tkaN1wyPUqKFK8BgNHhWHdv3P3UnkyJ47EdB7KvX55JYX5eXHfh1HhPfVW8eeFUvzcBAAAAMGwodAAAjGLl44tjUVVZbGo5nJ2taexQ6CBrXfPBnPWSOZMTywIAMBoUFuTHp2+8KD7y7XXZWeuhk/GdR5vjI8svSDQbAMD51NvXH2u3dcTqhta479m90dXTP+A5i2dNyuzEcfOimTF5fPGg5AQAAACAc0mhAwBglFtWW5lT6Fjb1B6fvnFhopkYGvYf6YrdB0/mzOzQAQBw/r31oqlxxdzJ8cSOF8q1f/6TpvilpdUxaZwLFQGAkSOVSsUzbUdi9YbWuGNjW3Qc6x7wnOrysbGiripurauKeZUTBiUnAAAAAJwvCh0AAKPcstqK+IsHtmXX6TdQ02+cVkwYk2gukre+uTNnPWFMYVw4fWJieQAARou8vLz4vXdeFLd+7eHs7EhXb/zFT7bFH9x8caLZAADOhb2Hu+L2ja2xqqElGvcdG/D4iSWFcdNlM2JlfXUsrSmP/Py8QckJAAAAAOebQgcAwChXN7s8xhcXxPFTfdnZw9s64pbFVYnmYugVOupmT4oCb5YDAAyKxbMmxc2LZsS/PbknO/v2o83x766eE7Mmj0s0GwDAa3G8uzfueXpvrNrQEo9sPxCp1NmPL8zPizctqMyUON5y0dQoKSoYrKgAAAAAMGgUOgAARrniwvy4al5F/GjzvuzswcZ2hQ5i3WmFjiU15YllAQAYjT51w8K495m90dP3/NWOp/r640/u3Rp/9v66pKMBALwiff2peGhbR6xuaIl7n9kXJ3teuKnMmVxeXRYr6qriXZfPjCl2EQYAAABghFPoAAAgli/ILXSsbeqIVCoVeXl2Yxitunr64pm2wzmzpTWTE8sDADAazZ4yLj545Zz41sM7srMfbGqL31g2NxZVT0o0GwDA2TzbdiRWb2iJ2ze2RfvR7gGPr5o0Nm6tmxkr6qpj/tQJg5IRAAAAAIYChQ4AAGJZbWXOOv0m69Z9R2Ph9NLEMpGsJ1sOZ+8EnZafF7F4tosGAQAG23+8fn788/rdcbSrNzv7/F2b43sfuVIBGwAYUvYd6Yo7NrbGqobW2LL36IDHTxhTGO+8bHqsrK+OK+ZMjvz0C1AAAAAAMMoodAAAEHOmjIvq8rHR0nkyO1vT2K7QMYqtb+7MWaf/XUi/yQ4AwOAqH18cH3/z/Pjju7dkZ489dzAe2Lo/rl84LdFsAADHu3vj3mf2xuoNrfHwto7of+H+IC+rID8vltdWZEocb7t4WpQUFQxWVAAAAAAYklyRBQBA5s6+yxdUxj8+vis7W9vUER9dPi/RXCRnffPBnPWSmvLEsgAAjHYfunpOfPuRndF2uCs7+8JdW2J5bWUUFuQnmg0AGH36+lPxyPaOWN3QGvc8szdOnOob8JzLqspiRV1VvOvymVE5ccyg5AQAAACA4UChAwCAjPSd8V5c6Hh8x8Ho6ulzl7xRKJVKvWSHjqVzFDoAAJKS/p38v95wYfz2P23Kzpr2H4t/Wd8S77tidqLZAIDRY8veI5kSx+0bW2Pfke4Bj59RVhK31lXFyrqqqJ02cVAyAgAAAMBwo9ABAEDGVfMqoiA/L3OHvbRTvf3xxI6DmZ07GF2e6zgenSd6cmb1sxU6AACSdOviqvjrtTvi2T1HsrM/vb8x3r14Zowr9jIvAHB+7D/SFXdsbItVG1pj84t+DzmT8cUFceNlM2JlfVVcOXdK5OfnDUpOAAAAABiuvNMHAEBG2diiWDxrUs7ODGsa2xU6RqH1O3N355hWOiaqy8cmlgcAgMhcDPl777woPvA3j2dn+492Z0oen3hLbaLZAICR5cSp3rjvmX2ZEsdDTe3x8/u/nFG6s5F+DXFFXVW8/eLpMbbYjr8AAAAA8EopdAAAkLWstiKn0LG2qSPRPCTjxf8OpC2pKY+8PHdTBABI2rW1FfGmBZXxYGN7dvaNB7fH+6+YHZUTxySaDQAY3tK79j723IFY1dAa9zy9J46f6hvwnEtmlmZKHOkdw6ZOLBmUnAAAAAAw0ih0AACQtay2Mv7Pj5qy6637jsa+I10xrdQbsqPJuuaDOeslNZMTywIAQK5P37gw1jS1R+rnd8pOX2z5f37UGP9rxWVJRwMAhqHGfUczJY7bN7TG3iNdAx4/vbQkbqmbGSvrquPC6RMHJSMAAAAAjGQKHQAAZF1eXRYTSwrjaFdvzi4d711SnWguBk/n8VOxvf14zmxpTXlieQAAyHXRjNJ4b311/PP6luzs+z/bHbddMzfmT52QaDYAYHjYf7QrfrCxLVZvaI1n2o4MePy44oK48dIZsbK+Kq68YEoU5NvJFQAAAADOFYUOAACyCgvy49r5FXH303uzszWN7Qodo0jDrs6cdUlRflw8szSxPAAAvNRvv31B3PlkW3T19GfWff2p+OI9W+Kbv7406WgAwBB18lRf3Pfs3kyJI30Dl/TvD2eT7mxcW1sZK+uq4u2XTItxxd5WBgAAAIDzwStvAADkWFZbmVPoeGhbR/T3pyLfnfdGhfXNuYWOy6snRVFBfmJ5AAB4qRllY+PD186Nrz2wPTu7/9l98cSOg3HF3MmJZgMAho70a3qP7TgQqxtaM6/3Het+YVfes+0Gli5x3LJ4ZkwtLRmUnAAAAAAwmil0AACQY1ltRc764PFT8eyeI3FpVVlimRg8604rdCypKU8sCwAAZ/b/vWlefO+J3Znf13/h83dtjtUfuzry8pSxAWA0a9p3NFZtaI07NrRG2+GuAY+fOnFM3FpXFSvqqjKFDgAAAABg8Ch0AACQY9bkcTG3Ynzs6DienT3Y2K7QMQqc6u2PTbsP5cyWzlHoAAAYikpLiuI/vaU2/vAHz2RnG3cfirue2hs3LZqRaDYAYPB1HOuOH2xsi9UbWuOp1sMDHj+2qCBuvHR6rKiviqvnVUSB3XkBAAAAIBEKHQAAvMTy2oqcQsfapvb4+JvnJ5qJ8y+9E0t3b3/OrH62QgcAwFD1/itmx98+vCN2HjiRnX3p3i3xtounRXFhfqLZAIDzr6unL+5/dl+mxJG+IUtff+qsx6c38bp2fkVmJ44bLpke48d4qxgAAAAAkuZVOgAAXmJZbWX8/aPN2fX65s443t3rTd4Rbt3Ogznr+VMnxKRxxYnlAQDg7NKljd99x8L4re82ZGfNB07Edx9vjtuumZtoNgDg/OjvT8UTOw/GqoaWuPupvXG0u3fAcxZOn5gpcdyyuCqml5UMSk4AAAAA4JVxRR4AAC9x5bwpUZifF70/v6tfT18qHt9xIK5fOC3paJxHDbs6c9ZL7M4BADDkvePS6VE/e1I07DqUnf3Zj5tiZX11lI0tSjQbAHDubNt/LFZvaInbN7RF66GTAx5fOXFM3Lp4Zqyoq46LZ5YOSkYAAAAA4NVT6AAA4CUmjCmM+pryeGLHCzs2rGnsUOgYwVKpVKzbeVqhY45CBwDAUJeXlxe/f9NF8Z6/fDQ76zzRE19/cHtm9w4AYPg6cKw77tzUFqs3tMamlsMDHj+2qCBuuGRarKivjmvSN2wpyB+UnAAAAADAa6fQAQDAy3rTgsrcQkdTe6J5OL9aOk/G/qPdObOlNQodAADDwZKayfGOS6bHPc/szc6+9dCO+OCVNTFz0thEswEAr05XT1/8ePP+zG4cP93ant1B90zy8iKunjclsxNHeueu9I1aAAAAAIDhwyt6AAC8rGW1FfEn927Nrp9rPx4tnSeiunxcork4P9Y35+7OMXl8ccytGJ9YHgAAXp1PvePC+NHmfdmLPrt7++PL922NP/3lxUlHAwAG0N+finXNnbGqoSV++NSeONrVO+A5C6ZNyJQ4bq2bGTPKFDgBAAAAYLhS6AAA4GVdMrMsyscVReeJnuzsoaaOeN8VsxPNxfmxrvmF3VjS6meXR176Fo8AAAwLF1ROiF994+z49qPN2dnqDa3x4WvnZn63BwCGnufaj2X+vk5/pHdPHUjFhDFxy+KZsaKuKi6ZWeq1GwAAAAAYARQ6AAB4WQX5eXFtbWXcuaktO1vT1K7QMUKtbz6Us15SU55YFgAAXptPvKU2VjW0xrHu5+/qnUpF/PHdW+I7H35j0tEAgJ87ePxU/NuTbZm/szfuzn095uWUFOXH2y+eHivqq2LZ/IooLMgflJwAAAAAwOBQ6AAA4IyW1VbkFDrSO3T09acyZQ9GjqNdPbF175Gc2dI5Ch0AAMNN+q7dv/mmC+LL9zVmZ2ubOmJNY3ssX1CZaDYAGM26e/viJ5v3x782tMZPt+6P3v7UWY9Pb7xx5dwpmRLHjZdOj4klRYOWFQAAAAAYXAodAACctdDxYke6euPJlkNRN9vF/iNJ+m6QL76OoKggLy6rKksyEgAAr9GHr70gvvNYc+w70p2dff6uzXHN/ArFbAAYRKlUKtY1d2Z24vjhk22Z19UGMn/qhFhZXxW3Lq6KmZPGDkpOAAAAACBZCh0AAJzRjLKxUTt1QjTtP5Zzh1+FjpFl3c7OnPWlVWVRUlSQWB4AAF67scUF8cm3XRif+tcns7Mte4/G6g2t8d4l1YlmA4DRYGfH8Vi1oTVu39Aauw6eGPD4KeOL492LZ8bKuuq4tKo08tLbcwAAAAAAo4ZCBwAAZ7V8QWVOoWNNY3t84i21iWbi3GrYlVvoWFqjsAMAMJy9Z0l1/M1DO2LrvqPZ2Vfu2xo3L5qhuAsA58GhE6fizif3xOqGlmjYdWjA48cU5sfbLp6W2Y1jWW1lFBXkD0pOAAAAAGDoUegAAOCsltVWZC4G+4UNuw/Fka6eKC0pSjQX50Zffyo2nHahwRKFDgCAYa0gPy8+/c6Fcdvf/iw723O4K7718I742HXzE80GACNFd29fPLClPVY1tMQDW/dHT19qwHPeOHdypsRx42UzvLYGAAAAAGQodAAAcFZvnDsligvy41Rff7YA8Oj2A3HDJdOTjsY5sHXv0TjW3Zszq1foAAAY9q5bUBlXz5sSj2w/kJ395QPb41eWzoopE8Ykmg0AhqtUKpXZ6XRVQ2v825N74vDJngHPmVc5PlbWV8cti2dGdfm4QckJAAAAAAwfCh0AAJzV2OKCeMPc8nh42wsXgq1pbFfoGCHWNx/MWc+ePC6mTixJLA8AAOdGXl5e/N47L4qb//yh7Oxod2/8+U+2xefefUmi2QBguGk+cDxWb2jNfDQfODHg8ZPHF8e7L58ZK+qqYlF1WebvZQAAAACAl6PQAQDAgJbXVuYUOtY2dSSah3NnXXNnznqp3TkAAEaMS6vKMheSpi8+/YV/eKw5PnT1nJhTMT7RbAAw1B0+0RP/9lRbZjeO9ae9fvJyigvz420XTcv83fumCyujqCB/UHICAAAAAMObQgcAAANaVlsZX7h7S3a96+CJzJ0Ja6a4CGy4O/2ChHqFDgCAEeWTb18QP3xqT5zq7c+se/tT8aV7t8T//bUlSUcDgCEn/fflA1v3x+qG1vjJlv1xqu/5vz/P5oo5k2NlfVXceNmMKBtbNCg5AQAAAICRQ6EDAIABLZw+MSomjImOY93Z2ZqmjvigQsewtu9IV7R0nsyZLZ2j0AEAMJJUl4+L266eE99Y81x2dtdTe6NhV2fUz/a7HwCkUqnYsPtQpsTxb0+2ReeJngHPmVsxPlbWVcWtdVUxa/K4QckJAAAAAIxMCh0AAAwoPz8vltdWxKoNrdnZmsb2+OCVNYnm4tzuzjFxTGHUTp2YWB4AAM6Pj103P77/s91x+OQLF6h+/oeb459/86rIy8tLNBsAJGX3wROxekNr5mNHx/EBjy8fVxTvunxmrKirisWzJvk7FAAAAAA4JxQ6AAB4RZYtyC10PLr9QPT09UdRQX6iuXjt1u3MLXTU1ZRHQb6LEQAARpqycUXxH6+fH3/0w83Z2brmzrjv2X1xwyXTE80GAIMpXW6866k9saqhJX522usiL6e4ID/ectHUTInjugunRnGh18EAAAAAgHNLoQMAgFfkmvkVOetj3b2xcfeheMOcyYll4vVZvyv3woWlNeWJZQEA4Pz64FU18feP7ozdB09mZ1+8e0tcv3CqkjYAI9qp3v54sLE9Vm9oiR9t3p9ZDyT9GsnK+uq46bIZmWIkAAAAAMD5otABAMArMnViSVw0ozQ27zmSna1tbFfoGKZOnuqLZ1oP58yWKHQAAIxYYwoL4nduWBif+N6G7Oy5juPx/Z/tjg9eWZNoNgA411KpVGxqORyrG1riB5vaovNEz4DnzJkyLlbUVWd245g9Zdyg5AQAAAAAUOgAAOAVW76gIqfQ8WBTR/z22y9MNBOvzZMth6K3P5Vd5+dFLJ41KdFMAACcXzdfNiP+eu1z8WTLC8Xer/6oMXPh6oQxXioGYPhr6TwRt29ojVUNrZni4kAmjSuKmxfNyBQ56mdPiry8vEHJCQAAAADwC96lAwDgFVteWxnfePC5nFLAoROnYtK44kRz8eqta+7MWad3XxnvIj4AgBEtPz8vPnPjRfH+bz6WnXUcOxV/9eB2RW0Ahq0jXT1x15N7YtWG1nhix8EBjy8qyIvrF06NlfXV8eYLp0ZxYf6g5AQAAAAAeDmu2AIA4BVbUlMeJUX50dXTn1mnUhEPbzsQNy2akXQ0XqX1pxU6ltaUJ5YFAIDBc9W8KfGWhVPjx1v2Z2ffXLsjfu3KmphWWpJoNgB4pXr6+mNNY3umxPGjZ/dFd+/zr1UN9LpWeleq9I4cbk4CAAAAAAwVCh0AALxiJUUF8ca5U+LBxvbsLP3muULH8NLfn4qGXbmFjnqFDgCAUePTNy6MB7buj/7U8+uTPX3xv+9vjD9+z6KkowHAGaVSqXiq9XCsamiNOze1xYHjpwY8Z/bkcZkSR/pjTsX4QckJAAAAAPBqKHQAAPCqLF9QmVPoWNvUnnlDPS8vL9FcvHLPdRyLQyd6cmZL50xOLA8AAIOrdtrE+JU3zI7vPbErO/undbvj3187NxZMm5hoNgA4Xeuhk3H7htZY1dAS29uPD3h8aUlh3Hz5zFhZV5XZlcNrVgAAAADAUKbQAQDAq7K8tiJn3Xa4K/Nm+vypExLLxKuzvjl3d47ppSUxs6wksTwAAAy+//LW2rhjY2ucONWXWad36/jCXZvjb2+7IuloABBHu3ri7qf2xqoNLfHYcwcHPL6oIC+uu3BqvKe+Kt68cGqMKSwYlJwAAAAAAK+XQgcAAK9KuriRLgDsPdKVs0uHQsfwsW5nbqFjyRx3qwQAGG2mlpbER5ZdEF/9cVN29sDW9nhkW0dcPT+3xA0Ag6G3rz/WNnXEqg2tcd8ze6O7t3/Ac+pmT8rsxHHzoplRPr54UHICAAAAAJxLCh0AALwq6Qv/ly+oiH9a15KdrWlsj9uumZtoLl659btyCx1La8oTywIAQHI+uvyC+O7ju6LjWHd29vm7N8cPPn5t5Ocr/AJw/qVSqXim7UisamiNH2xqjY5jpwY8Z9bksbFicVXcWlcVF1S6wQgAAAAAMLwpdAAA8Kotq63MKXQ89tzB6O7tizGFBYnmYmAHj5+K59qP58yWKHQAAIxK48cUxn95W238/uqns7OnW4/EnU+2xS2LqxLNBsDI1nboZNy+sTVWN7RG0/5jAx4/saQwbl40I1bWV2duTGGnUQAAAABgpFDoAADgVbtmfkWk3zdPpZ5fn+zpi/XNnXH1vIqkozGAhubc3TnGFhXERTNKE8sDAECyfmXprPjWQzti+4tKv1+6Z2vccMn0KClS2Abg3DnW3Rt3P7UnVm9ojUefO5B9XelMCvPz4roLKzMljusXTvX3EgAAAAAwIil0AADwqk0eXxyXVZXFky2Hs7O1TR0KHcPAutMKHZfPKouigvzE8gAAkKzCgvz49I0XxUe+vS47az10Mr7zaHN8ZPkFiWYDYPjr7euPh7Z1ZEoc9z6zN7p6+gc85/JZk2JlXVVmR44pE8YMSk4AAAAAgKQodAAA8Josr63MKXSsaWyP333HwkQzMbD1zQdz1ktrJieWBQCAoeGtF02NK+ZMjid2vvC74p//pCl+aWl1TBpXnGg2AIafVCoVz+45EqsbWuOOTW3RfrR7wHOqJo2NFXVVsaK+KuZVThiUnAAAAAAAQ4FCBwAAr8my2or4iwe2ZdfPtB2JjmPdUeHOiUPWqd7+2PSiEk7akpryxPIAADA05OXlxe/ddFHc+rWHs7MjXb3xtQe2xe/fdHGi2QAYPvYe7orbN7Zmihxb9x0d8PiJYwrjnZfNiJX1VfGGOZMjPz9vUHICAAAAAAwlCh0AALwmdbPLY3xxQRw/1ZedPbytI25ZXJVoLs7s6bbDmVLHi9XPVugAACBi8axJcdOiGfHDJ/dkZ3//SHP8+lVzYtbkcYlmA2DoOt7dG/c8vTdWb2iNh7d3RCp19uML8vPiugWVmZ043nrRtCgpKhisqAAAAAAAQ5JCBwAAr0lxYX5cNW9K/Gjz/uzswcZ2hY4hrKG5M2ddO3VClI0rSiwPAABDy6duuDDue2Zv9PQ9fzXuqb7++PJ9W+Or76tLOhoAQ0hffypzU490iSNd5jjZ88LNPs5kUXVZrKirinddPtPurgAAAAAAL6LQAQDAa7Z8QWVOoWNtU/pOjKnIy8tLNBcvb93O3ELH0jl25wAA4AU1U8bHB66sib99eGd2dsfGtvjwtXNjUfWkRLMBkLzNe47EqoaWzN8N+492D3j8zLKSuLWuKlbWV8X8qRMHJSMAAAAAwHCj0AEAwGu2rLYyZ91+tDu27jsaC6eXJpaJl5cu2qzflVvoWFIzObE8AAAMTZ+4vjb+ZX1LHO3qzc4+f9fm+N5HrlTcBhiF9h3pijs2tsaqhtbYsvfogMdPGFMYN146PVbWV8cb506O/Hx/dwAAAAAAnI1CBwAAr9mcKeOiunxstHSezM7WNnYodAxBuw+ezBRuXmxJjR06AADIVT6+OD7+5vnxx3dvyc4ee+5gPLB1f1y/cFqi2QAYHCdO9ca9z+zNlDge3tYR/amzH1+QnxfLaytiRX11vO2iaTG2uGCwogIAAAAADHsKHQAAvGbpO/QuX1AZ//j4ruxsTVN7fGT5BYnm4qXWNR/MWU8ZX5wp5AAAwOk+dPWc+PYjO6PtcFd29oW7tsTy2sooLMhPNBsA50dffyoe3X4gVm1oiXue3hsnTvUNeM6lVaWxoq463n35zKicOGZQcgIAAAAAjDQKHQAAvC7pOzC+uNDx+I6D0dXTFyVF7sY4lKxv7sxZ19eUZwo5AABwuvTv8v/1hgvjt/9pU3bWtP9Y/Mv6lnjfFbMTzQbAubVl75FY3dAat29sjX1Hcnf2fDkzykrilsVVsbK+KhZMmzgoGQEAAAAARjKFDgAAXper5lVEfl5Ef+r59ane/nhix8HMzh0M3ULH0pryxLIAADD03bq4Kv567Y54ds+R7OxP72+Mdy+eGeOKvawMMJztP9oVP9jYFqsaWnP+nD+T8cUFceNlM2JlXVW88YIpUZB+IQgAAAAAgHPCO28AALwuZWOLYvGsSdGw61B2trapXaFjCDnS1RNb9x3NmS1R6AAA4Czy8/Pi9955UXzgbx7PzvYf7c6UPD7xltpEswHw6p081Rf3Pbs3/rWhNR5qas/emONM0p2NZbWVmZ043n7x9BhbbCdWAAAAAIDzQaEDAIDXLV3eeHGhY01jR/z+TYlG4kU27DoUqRddqFFckB+XVpUlGQkAgGHg2tqKzO/6axrbs7NvPLg93n/F7KicOCbRbAAMrL8/FY89dyBT4rjn6T1x/FTfgOdcPKM0U+J49+UzY2ppyaDkBAAAAAAYzRQ6AAB43dJ3bPw/P2rKrtO7Qew70hXTvPE/JKxv7sxZX1ZdFiVF7qwJAMDAPnPjwswOfL8oCKcvBv7qjxvjj269LOloAJxB476jsaqhNe7Y2Bp7DncNePy00jFx6+KqWFFfFQunlw5KRgAAAAAAnqfQAQDA63Z5dVlMLCmMo1292dnapo5475LqRHPxvPXNB3PWS2rKE8sCAMDwctGM0nhPfXX8y/qW7Ox7T+yOD109N+ZPnZBoNgBe0H60O36wqS1Wb2iJp1uPDHj8uOKCeMel02NlXXVcNW9KFOTnDUpOAAAAAAByKXQAAPC6FRbkxzXzKuKeZ/ZmZ2sa2xU6hoDevv7YuOtQzkyhAwCAV+OTb18Qd25qi+7e/sy6rz8VX7pnS/zVry9NOhrAqNbV0xf3PbsvVjW0ZG6skf7z+WzSnY1r5lfEyvqquOGS6TGu2NuEAAAAAABJ80otAADnxPIFlTmFjoe2dUR/fyry3eExUVv2Ho3jp/pyZvWzFToAAHjlZpSNjQ9fOzf+70+3Z2fpC4if2HEwrpg7OdFsAKNN+rWWx3YciNUNrXH303vjWPcLu6WeycLpEzMljlsWV8W00pJByQkAAAAAwCuj0AEAwDmxrLYiZ33w+Kl4ds+RuLSqLLFMRKxv7sxZz5kyLionjkksDwAAw9NvXjcvvv+z3Znf83/h83dtjtUfuzry8pS4Ac63bfuPxqqG1rhjY1u0Hjo54PFTJ46JW+uqYkVdVVw0o3RQMgIAAAAA8OopdAAAcE7Mmjwu5laMjx0dx7OzNU3tCh1DrNBRX2N3DgAAXr3SkqL4T2+pjT/8wTPZ2cbdh+Kup/bGTYtmJJoNYKTqONYdd25qyxQ5nmo9PODxY4sK4h2XTs+UOK6ZXxEFdk0FAAAAABjyFDoAADhnltdW5BY6GtvjY9fNTzTTaHd6oWNpzeTEsgAAMLy9/4rZ8bcP74idB05kZ1+6d0u87eJpUVyYn2g2gJGiq6cvfrR5X6bE8WBje/T1p856fHqTpGvmVWRKHOkyx/gx3voDAAAAABhOvKoLAMA5s6y2Mv7+0eacMsHx7l4XEyRkz+GT0XroZM5siR06AAB4jdKljd99x8L4re82ZGfNB07Edx9vjtuumZtoNoDhrL8/FU/sPBirG1rjrqf2xNHu3gHPuXDaxFhRXxW3LJ4ZM8rGDkpOAAAAAADOPVfWAQBwzlw5b0oU5udF78/vHtnTl4rHdxyI6xdOSzraqHT67hylJYVRO3VCYnkAABj+0nd/r589KRp2HcrO/uzHTbGyvjrKxhYlmg1guNnefixT4li9ofUlN2R4ORUTxsSti2dmihwXzyiNvPT2HAAAAAAADGsKHQAAnDMTxhRGfU15PLHjYHa2prFDoWOIFDrS/9/k57vYAwCA1y598fDvvfOieO/XH83OOk/0xNcf3J7ZvQOAszt4/FTcuaktVjW0xKaWwwMeX1KUHzdcMj1W1FXFtfMrorAgf1ByAgAAAAAwAgsd/f39mY/CQj0SAICR6k0LKnMLHU3tieYZzU4vdCyZXZ5YFgAARo6lcybHDZdMi3uf2ZedfeuhHfHBK2ti5qSxiWYDGIq6evrix5v3x+oNLfHTre3ZnU3PJL3xxlUXTMmUOG68bEbmBhoAAAAAAIxM5/02Po8//njceuutMWXKlCgoKIiioqKYN29e/M//+T+jq6vrZc85evRofPrTn84cN2bMmJgzZ0784R/+YXR3d5/vuAAAvE7Laity1s+1H4+WzhOJ5RmtTpzqjWfajuTMlsxR6AAA4NxI78ZR8KLd37p7++Mr9zUmmglgKOnvT2VuePGZVU/GG/7Xj+Lj/9gQP9q8/6xljtqpEzJ/vj78u9fHP37kyvilpbOUOQAAAAAARrjz+irw3//938eHP/zh6Ovri3HjxsWVV14Z+/fvj+eeey4++9nPxj333BM/+clPMqWNX+js7Iw3velN8dRTT2XWeXl50dzcHP/jf/yPeOihh+Lee++1wwcAwBB2ycyyKB9XFJ0nerKzh5o64n1XzE4012izaffh6HvRRSLpi+0Wz5qUaCYAAEaOCyonxK9eMTu+81hzdrZqQ0t8+Nq5cfHM0kSzASRpR8fxWN3QEqs2tEZL58kBj6+YUBzvvrwqVtZXxSUzSzPviwEAAAAAMHqctx06Nm3aFB/96EczZY5PfvKTsW/fvnj00Udj27Zt8Rd/8ReZYx555JH4kz/5k5zzfuVXfiVT5hg7dmx861vfyuzisXv37njb296WKX985StfOV+RAQA4B9LFgWvm5+7SsaapPbE8o9X65oM564tnlMa4YsVoAADOnf/01toYX1yQXadSEV+4e3OimQCS0Hn8VHzn0Z1x69cejjd/+afxZz/ZdtYyx5jC/HjX5TPjbz/0hnjsM2+Jz77r4ri0qkyZAwAAAABgFDpvhY5PfepTcerUqcznL3/5yzFhwoTMPP1i9Mc//vG45ZZbMuvvfe972XN++MMfxv3335/5+pvf/GbcdtttUVxcHNXV1fHP//zPUV5eHp/73OfiwIED5ys2AADnwPIFlTnr9A4dL94tgvNvfXNnznpJTXliWQAAGJkqJoyJ33zTvJzZ2qaOWNOo0A2MfN29fXH3U3viI99eF1d8/kfx3+54JjbuPnTWc668YHJ86b2LYt0fvDX+/P118eaFU6Ow4Ly9VQcAAAAAwDBwXl4lPn78eIwbNy7e8IY3xGc/+9mXPSb9vbS2trbs7Otf/3rm82WXXRa/9mu/lnN8WVlZ/MZv/EZmx4677rrrfMQGAOAcWVabu0PHka7eeLLl7Bc1cO7096cUOgAAGBS/seyCmFY6Jmf2+bs2K3QDI1IqlYp1Ow/G761+Kt7wRz+K3/puQ9z/7L7o6Tvzn3nzKsfH79xwYTz86evj+x+9Kn556ayYWFI0qLkBAAAAABi6Cs/HDx0/fnysXr36rMf8osiRPvYX1q5dm/n8y7/8yy97zjvf+c74kz/5k7j77rvjgx/84DnNDADAuTOjbGzUTp0QTfuP5dypt262UsFg2N5+LFOieTGFDgAAzoexxQXx229bEL/7r09lZ1v2Ho3VG1rjvUuqE80GcK7s7Die+XMt/bHr4IkBj58yvjjedfnMWFlfFZdVlWV2rwcAAAAAgEErdAykr68v7rjjjszXb3nLWzKf29vb4/Dhw5mvr7rqqpc9b9GiRZnPW7ZsGbSsAAC8NssXVOYUOtY0tscn3lKbaKbRYt1pu3PMLCuJmZPGJpYHAICR7b1LZsW3HtoZW/cdzc6+ct/WuHnRjCgpKkg0G8BrdejEqfi3J/fEqoaWaNg18K6jxYX58baLp8XKuqrMayJFBfmDkhMAAAAAgOEtkULHt771rWhtbc18/Z//83/OfD5w4ED2+wsWLHjZ8yZPnhyFhYWxc+fOV/V4LS0tZ/3+nj17XtXPAwBgYMtqK+JvHtqRXW/YfSiOdPVEaUlRorlGg/WnFTqWzJmcWBYAAEa+gvy8+PQ7F8Ztf/uz7GzP4a741sM74mPXzU80G8Cr0d3bFw9saY/VG1riJ1v2R09fasBzrpg7Od5TXxU3XjbDax4AAAAAAAz9Qke6PPHpT3868/Vtt90WdXV1ma+7u7uzx5SXl5/x/EmTJkVHR0fm+DFjxryix5w1a9brzg0AwKvzxrlTorggP0719WfWff2peHT7gbjhkulJRxt9hY7ZkxLLAgDA6HDdgsq4et6UeGT7Czfu+csHtsevLJ0VUya8stdxAZKQSqUyO3CkSxx3btoTh0/2DHjOBRXjY2V9VdyyuCpmTR43KDkBAAAAABiZBrXQ0d/fH7/+678eBw8ejJqamvjTP/3T7PcKCgqyX48bd+YXv4uLizOfT548+YoLHQAADL6xxQXxhrnl8fC2Fy7oWtvUrtBxnnUc644dHcdzZkvt0AEAwHmWl5cXv/fOi+LmP38oOzva3Rt//pNt8bl3X5JoNoCXs+vAiVi1oSVu39AaOw+cGPD4yeOL412LZsSK+uq4vLos8+ceAAAAAAAMq0LHf/tv/y1+9KMfZYoY/+///b/Mbhu/MHbs2OcDFRZGfn7+GX/GL7534sSJnPPPZvfu3QPuGnLFFVe8wn8KAABeqeW1lTmFjjWNHYnmGQ0aTtudY1xxQSycPjGxPAAAjB6XVpXFrYtnxu0b27Kzf3isOT509ZyYUzE+0WwAaYdP9MS/PdUWqxtaY91pz59fTnFhfrz1oqmxoq463rSgMrMGAAAAAIBhWehIFzg+//nPZ77+y7/8y3jjG9+Y8/3y8vLM597e3ti3b19MmzbtZX9OZ2dndgvsV6q6uvp1JAcA4LVaVlsZX7h7S3a96+CJaD5wPGqmuJjrfFl/2gUpi2dNisICF5wAADA4/usNF8ZdT+2NU339mXVvfyr+5N6t8bVfq086GjBKnertj59u3R+rN7TGjzfvz/75dDZvmFMeK+ur452XzYiysUWDkhMAAAAAgNFpUAodjz76aNx2222Zr3/3d383+/WLTZ48OcaPHx/Hjx+PHTt2vGyhI/299EfahAkTBiE5AACvR3pniIoJY6LjWHd2tqapIz6o0DFohY4lNc8XpwEAYDBUl4+LD10zJ/5qzXPZ2Q+f2hMf3tUZ9bP9bgoMjvRNwTbuPpQpcdy5qS06T/QMeM7civGxoq4q8zFr8rhByQkAAAAAAOf9Vr3PPPNMvOtd74qTJ0/GL/3SL8UXvvCFMx67ZMmSzOd169a97Pcfe+yxzOfS0tIoKys7T4kBADhX8vPzYlltRc5sbWN7YnlGuu7evniy9XDOTKEDAIDB9vHr5r/kjvZfuGvzq9p1GeC12H3wRPzZj5viLV95MFb830fi2482n7XMMWlcUXzwyppY9bGr4yeffFN84i21yhwAAAAAAIycHTqefvrpeOtb3xoHDhyIN73pTfGd73wn8vLyznj82972tlizZk18//vfj//wH/7DS75///33Zz7X19efz9gAAJxDyxdUZO6I+QuPbD8QPX39UVRw3rvFo87TrUfiVG9/dp3+1bvOXZABABhkZeOK4j9ePz/+6Iebs7Of7eyM+57dFzdcMj3RbMDIc/hkT9z11J5Y3dAaT+w8OODxxQX5cf3CqbGyviquu3BqFBd6fQIAAAAAgBFY6Ni3b1+mzJH+fNlll8Udd9wRY8aMOes5H/zgB+MP//AP4+GHH44777wzs7PHL7S3t8c3v/nNzNc333zz+YoNAMA5ds383B06jnX3xsbdh+INcyYnlmmkWt+ce+HKgqkTX3JnZAAAGAwfvKom/u6RndHSeTI7++LdWzIXUSt3A69X+kYRD25tz9xA4v7N+3JubnAm6R0s0yWOmy6bEZPGFQ9KTgAAAAAAGMh5e+fsy1/+cqbMkbZ58+aYNm1alJSUvOxHeleOtJqamnjf+96X+fpXf/VX47vf/W6cPHky1q9fHzfccEMcPHgwJk2aFLfddtv5ig0AwDk2dWJJXDSjNGe2trE9sTwj2frmzpz1kjl25wAAIBljCgvid264MGf2XMfx+P7PdieWCRjeUqlUbNp9KP7wjqfjjZ//cfzGt9fFD5/ac9YyR82UcfGf31obD/7OdfGvv3V1/Noba5Q5AAAAAAAYHTt0bNy4Mft1b29v5uNM+vtfeLH9L/7iL+LZZ5/NnP+BD3wg57j8/Pz4q7/6q5g82d2cAQCGk+W1FbF5z5Hs+sGmjvjtt+de3MXrv7DlJYWO2QodAAAk512LZsbfPLQjnmw5nJ199UeNsaKuKiaMOW8vTQMjTEvnibh9Q2us2tAaz7UfH/D49E6VNy+aESvrq6N+9qTIy8sblJwAAAAAAPBanLd3ze6///7XdF55eXk89NBD8dnPfja+8Y1vxPHjz784v3Dhwvg//+f/ZHbqAABgeFm+oDK+sea57PrJlkNx6MQpd8U8h5oPnIiOY6dyZkvt0AEAQILy8/PiMzdeFO//5mPZWfp31r96cLuCN3BWR7p64u6n9sSqhtZ4fMfBAY8vKsiLN184NVPiePPCyswuQQAAAAAAMBwMydugjR8/Pr7yla/E//gf/yO2bNkSpaWlUVtbm3QsAABeoyU15VFSlB9dPc/vzJZKRTy87UDctGhG0tFGjNN356iYUByzJ49LLA8AAKRdNW9KvGXh1Pjxlv3Z2TfX7ohfu7ImppWWJJoNGFp6+vpjbVN7psRx/7P7orv3hd3dzyS9A8eK+uq4+bIZUT7eTSMAAAAAABh+hmSh48XFjiVLliQdAwCA16mkqCDeOHdKPNjYnp2lL9JQ6Dh31p1W6EiXaPLy8hLLAwAAv/DpGxfGA1v3R3/q+fXJnr743/c3xh+/Z1HS0YCEpVKpeKr1cKbEceemtjhwPHfnyZcza/LYWFFXHSvqqmJuxfhByQkAAAAAAKOy0AEAwMixfEFlTqFjTWN75sINpYNzo+FlCh0AADAU1E6bGL/yhlnxvSd2Z2f/tG53/Ptr58aCaRMTzQYko/XQybh9Q2us3tAa2/YfG/D40pLCuPnymbGyrsoNDAAAAAAAGFEUOgAAGBTLayty1m2Hu2J7+/GYP3VCYplGisMne6Jx/9Gc2ZKayYnlAQCA0/2Xty6I2ze0ZXbnSEvv1vHHd2+Jb33oDUlHAwbJ0a6euPvpvbG6oTUe23EgUj/ftedMCvPz4s0Lp2ZKHOnP6d0/AQAAAABgpFHoAABgUKSLG9NLS2Lvka7sbG1Tu0LHObBhV2fOhTDFhflxaVVpkpEAACDH1NKS+MjyC+LPftyUnf1ky/54ZHtHXD0vt/wNjBy9ff2xdltHrGpojfuf3RtdPf0DnrN41qRYWV8VNy+aGZPHFw9KTgAAAAAASIpCBwAAgyIvLy+W1VbEP69vyc7WNnXEbdfMTTTXSLC+uTNnvaiqLMYUunMpAABDy0eXXxD/+Piu6DjWnZ194a4tccfHr4n8/LxEswHnTiqVimfajmRKHD/Y1Jbz3/yZVJePjRV1VZmPCyrd+AEAAAAAgNFDoQMAgEGzfEFlTqHj0e0Horu3T/ngHBc6lswpTywLAACcyYQxhfGf31obf3D709nZU62H484n2+KWxVWJZgNevz2HT8btG9pi9YaWaNx3bMDjJ5YUxs2LZsSKuupYWlOu2AUAAAAAwKik0AEAwKC5Zn5F5OWl79b5/PpkT1+mjHD1vIqkow1bvX39sXH3oZzZktkKHQAADE3ve8Os+NbDO+K59uPZ2Zfu2Ro3XDI9SooUvWG4OdbdG/c8vTdT4nhk+4Hs8/0zKczPi+surMyUON5y0VT/3QMAAAAAMOopdAAAMGgmjy+Oy6rK4smWw9nZ2qYOhY7XYfOeo3HiVF/ObEmNQgcAAENTYUF+fPodC+Oj31mfnbUeOhnfebQ5PrL8gkSzAa/8xgIPbeuI1Rta495n9kZXT/+A51xeXRYr6qriXZfPjCkTxgxKTgAAAAAAGA4UOgAAGFTLaityCh1rGtvjd9+xMNFMw9n65oM567kV410cAwDAkPa2i6fFFXMmxxM7X/hd9s9/0hS/tLQ6Jo0rTjQbcGbPth2JVQ0tccemtmg/2j3g8VWTxmZKHLfWVcX8qRMGJSMAAAAAAAw3Ch0AAAyq5bWV8bUHtmfXz7QdiY5j3VGhhPCarGvuzFnbnQMAgKEuLy8vfu+mi+LWrz2cnR3p6o2vPbAtfv+mixPNBuTae7gr7tjYmtmNY8veowMeP3FMYbzzshmxor4qU9zKz88blJwAAAAAADBcKXQAADCo6maXx/jigjh+qi87e3hbR9yyuCrRXMNVg0IHAADD0OJZk+KmRTPih0/uyc7+/pHm+PWr5sSsyeMSzQaj3fHu3rj3mb2xqqE1Ht7eEanU2Y8vyM+LNy2ozOzGkd6Bp6SoYLCiAgAAAADAsKfQAQDAoCouzI+r5k2JH23en52taVToeC3aDp2MtsNdObOlCh0AAAwTn7rhwrjvmb3R0/f81eKn+vrjy/dtja++ry7paDDq9PWnMjdbSO/Ecc/Te+Nkzws3YTiTy6rKMiWOdy+eaddNAAAAAAB4jRQ6AAAYdMsXVOYUOtY2tUcqlYq8vLxEcw0360/bnaNsbFHMq5yQWB4AAHg1aqaMjw9cWRN/+/DO7OyOjW3x4WvnxqLqSYlmg9Fi854jmRLHHRtbY9+R7gGPn1lWErfWVcXK+qqYP3XioGQEAAAAAICRTKEDAIBBt6y2Mme9/2h3bN13NBZOL00s00godNTPnhT5+UoxAAAMH5+4vjb+ZX1LHO3qzc4+f9fm+N5HrlT4hvNk/5GuTHlq1YbWTKFjIBPGFMaNl06PFfVVceXcKZ53AgAAAADAOaTQAQDAoJszZVxUl4+Nls6T2dnaxg6FjldpXfPBnPXSOZMTywIAAK9F+fji+Nh18+OL92zJzh577mA8sHV/XL9wWqLZYCQ5cao37n1mb6xqaI2Ht3VEf+rsxxfk58Wy2opYUVcVb794eowtLhisqAAAAAAAMKoodAAAMOjSd9pN79LxvSd2ZWdrmtrjI8svSDTXcHK8uzc27zmaM6ufXZ5YHgAAeK1uu2ZOfOfRndF2uCs7+8JdW2J5bWUUFuQnmg2Gs77+VDy6/UCs2tAS9zy9N06c6hvwnEtmlsbK+up49+Uzo3LimEHJCQAAAAAAo5lCBwAAiXjTgoqcQscTOw5GV09flBS56+crsWn3oczFOS++e+riWZMSzQQAAK9F+jnAJ99+YXzynzdlZ037j8W/rG+J910xO9FsMBxt3Xs0U+K4Y0Nb7D3yQlHqTKaXlsStdVWxsr4qFkybOCgZAQAAAACA5yl0AACQiKvmVUR+XsQvOgndvf2ZUsfyBZVJRxsW1jd3vuQuqmOLlWEAABieVtRVxV8/tCM27zmSnf3p/Y3x7sUzY1yxl7FhIPuPdsUPNrbFqobWePZF/x2dyfjignjHpTMyJY4rL5iSuUkAAAAAAAAw+LwTBgBAIsrGFmV2lGjYdSg7W9vUrtDxCq07rdCxpKY8sSwAAPB65efnxe+9c2F88G+eyM72H+2Ov167Iz7xltpEs8FQdfJUX9z37N5MiSP9fPpFmzi+rHRn49raylhZVxVvv2SashQAAAAAAAwBXq0HACAxy2orcwodaxo74vdvSjTSsNDfn4qGXbmFjqU1kxPLAwAA5+r5QbrgvaaxPTv7xoPb4/1XzI7KiWMSzQZD6fngY88diFUbWuPup/bE8VN9A55z8YzSzE4c7758ZkwtLRmUnAAAAAAAwCuj0AEAQGLSF2t99cdN2fXWfUdj35GumOYCk7Nq2n8sjnb15szs0AEAwEjwmRsXZnYaSP18p4H0xepf/XFj/NGtlyUdDRLVtO9opsRxx4bWaDvcNeDx00rHxK2Lq2JFfVUsnF46KBkBAAAAAIBXT6EDAIDEXF5dFhNLCnPKCWubOuK9S6oTzTXUrW/O3Z2jatLYmF6mBAMAwPB30YzSeE99dfzL+pbs7HtP7I4PXT035k+dkGg2GGztR7vjB5vaYvWGlni69ciAx48rLoh3XDI9U+K4el5FFOTnDUpOAAAAAADgtVPoAAAgMYUF+XHNvIq455m92Vn6brwKHWe3rvlgztruHAAAjCSffPuCuHNTW3T39mfWff2p+NI9W+Kvfn1p0tHgvOvq6Yv7nt0XqxtaYk1TR+bf/7NJdzaumV8RK+ur4u0XT4/xY7ztAwAAAAAAw4lX9gEASNTyBZWnFTo6or8/FfnuJPqKd+hYOkehAwCAkWNG2dj48LVz4//+dHt2lr7A/YkdB+OKuZMTzQbnQ/o58OM7DmZ24rj7qb1xtPuFXSzPZOH0iZkSxy2Lq2JaqR0bAQAAAABguFLoAAAgUctqK3LWB4+fimf3HIlLq8oSyzSUtR/tjuYDJ3Jm9bMVOgAAGFl+87p58f2f7c48P/iFz9+1OVZ/7OrIy1P+ZmTYtv9YpsRx+4a2aD10csDjKyeOiVsXz4wVddVx8czSQckIAAAAAACcXwodAAAkatbkcTG3Ynzs6Diena1palfoeIW7c4wvLsjcmRUAAEaS0pKi+MT18+Nzdz6bnW3cfSjuempv3LRoRqLZ4PXoONYdd25qi9UbWuPJlsMDHj+2qCBuuGRarKivjmvmTYnCgvxByQkAAAAAAAwOhQ4AAIbELh0vLnSsbeyIj103P9FMQ1XDrtxCx+LZk1zQAwDAiPSrb6yJv3tkZ+x80Q51X7p3S7zt4mlRXOh3YIaPrp6++NHmfbG6oTV+2tgeff2psx6f3oTmmnkVsaKuKm64dHpMGOOtHAAAAAAAGKm8CwAAQOKW11bGtx9tzq7XNR+M4929Md5FKy+xbufBnPWSmsmJZQEAgPMpXdr41DsWxse+25CdNR84Ed99vDluu2ZuotlgIP39qfjZzoOZnTh++OSeONrdO+A5C6ZNiJX11XHL4pkxo2zsoOQEAAAAAACS5Qo5AAASd+W8KVGYnxe9P79LaU9fKh7fcSCuXzgt6WhD7q6uT7ceyZktrSlPLA8AAJxvN146PepmT4oNuw5lZ3/246bMRe9lY4sSzQYvZ3v7scxOHOkiR+uhkwMeXzFhTKbAkd6N45KZpZGX3p4DAAAAAAAYNRQ6AABI3IQxhVFfUx5P7Hhh94k1jR0KHad5uvVwnOrrz67T1/ksnj0p0UwAAHA+pS9u//13XhTv/fqj2VnniZ74+oPb43ffsTDRbPALB4+fijs3tcWqDa2xafcL5aMzKSnKj7dfPD1W1lfFtfMrorAgf1ByAgAAAAAAQ49CBwAAQ8Ly2orcQkdTe6J5hqL1zZ056wunTYzSEnclBgBgZFs6Z3LccMm0uPeZfdnZtx7aER+8siZmThqbaDZG9w6KP9myP1Y1tMZPt+7P7jh5JulC/lUXTMnsxPGOS6fHRM/lAAAAAAAAhQ4AAIaK5Qsq48v3NWbXz7Ufj5bOE1FdPi7RXEPJutMKHUtqyhPLAgAAg+lT71gYP9q8P/p+ftF8d29/fOW+xvjKL1+edDRGkVQqlXleli5x/PDJtjjS1TvgObVTJ8SK+qq4dXGVAhIAAAAAAPASCh0AAAwJl8wsi/JxRdF5oic7e6ipI953xexEcw2lC4caTit0LJ2j0AEAwOgwr3JC/OoVs+M7jzVnZ6s2tMSHr50bF88sTTQbI9+OjuOxuqElVm9sjd0HTw54fMWE4njX5TNjZV11XFpVGnnp7TkAAAAAAABehkIHAABDQkF+XlwzvyL+7ck92dlahY6snQdOxIHjp3JmS2ZPTiwPAAAMtv/01tpY1dASx0/1ZdapVMQX7t4c3/nwG5OOxgjUefxU/NuTbbFqQ2ts2HVowOPHFObH2y+ZHivrquLa2oooKsgflJwAAAAAAMDwptABAMCQsXxBZU6h46FtHdHXn8qUPUa7dTsP5qwrJ46JWZPHJpYHAAAGW8WEMfGbb5oXX7m/MacEvqaxPfNcAl6v7t6+eGDL/ljV0BoPbN0fPX2pAc+58oLJmZ043nHZ9CgtKRqUnAAAAAAAwMih0AEAwJCxrLYiZ334ZE882XIo6maXx2jXsKszZ71kdnnk5Sm6AAAwuvzGsgviHx5vjn1HurOzL9y9JbPbnyI4r0Uqlco83/rXhtb44ZN7Ms9DBzKvcnysrK+OWxbPjOrycYOSEwAAAAAAGJkUOgAAGDJmlI2N2qkTomn/sZw77ip0pHfoyC10LJ3jfxMAAEafscUF8dtvWxC/+69PZWeb9xyJ1Rta471LqhPNxvDSfOB4ZieO2ze2RvOBEwMeP3l8cbz78pmxsr4qLqsqU7AHAAAAAADOCYUOAACGlGW1lacVOtrjE2+pjdHs8ImenP9N0pbUKHQAADA6vXfJrPibh3ZE474Xfkf+yn1b4+ZFM6KkqCDRbAxth06cin97ck+mALS+Obc0/3KKC/PjbRdPi5V1VbF8QWUUFeQPSk4AAAAAAGD0UOgAAGBIWb6gIr718I7sumHXoTjS1ROlJUUxWjXsyr3QaExhflwysyyxPAAAkKSC/Lz4zI0XxW1/97PsbM/hrszziI9dNz/RbAw9p3r744Gt+2N1Q2v8ZMv+ONXXP+A5V8ydnClx3HjZjCgbO3qfiwIAAAAAAOefQgcAAEPKG+dOieKC/OxFNn39qXh0+4G44ZLpMVqtaz6Ys768elLmTrEAADBaXXdhZVw9b0o8sv1AdvaXD2yPX1k6K6ZMGJNoNpKXSqViw+5DsaqhJbMjx6ETPQOec0HF+FhRVxW31lXFrMnjBiUnAAAAAACAQgcAAEPK2OKCeMPc8nh42wsXZq1tah/VhY71zbk7dNTXlCeWBQAAhoK8vOd36XjXXzyUnR3t7o0//8m2+Ny7L0k0G8nZdeBErN7QGrdvbI0dHccHPL58XFG8+/KZsaK+Oi6vLsv8ewUAAAAAADCYFDoAABhyltVW5hQ61jR2xGjV09cfG3cfypktVegAAIC4rLosbl08M27f2Jad/cNjzfGhq+fEnIrxiWZj8Bw+0RM/fGpPrN7QEj/bmVuGfznpHSHfevHUWFFXHW9aUGn3QwAAAAAAIFEKHQAADDnLayvjj+/ekl3vOngimg8cj5opo++irM17jkRXT3/OzA4dAADwvE++/cK466m9carv+d+Ze/tT8Sf3bo2v/Vp90tE4j0719seDje2xqqElfrx5f/b//7N5w5zyTInjpstmRNm4okHJCQAAAAAAMBCFDgAAhpyF0ydGxYQx0XGsOztb09QRHxyFhY51p91h9oLK8TF5fHFieQAAYCiZNXlcfOiaOfFXa57LztK7NXx4V2fUz1aEHklSqVR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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 15
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# 设置刻度\n",
   "id": "92404c7d259d8902"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-26T01:12:14.468105Z",
     "start_time": "2025-02-26T01:12:14.290384Z"
    }
   },
   "cell_type": "code",
   "source": [
    "x = range(2, 26, 2)  # x轴的位置\n",
    "y = [random.randint(15, 30) for i in x]\n",
    "plt.figure(figsize=(20, 8), dpi=80) # 设置画布大小,dpi=80表示每英寸80个像素\n",
    "\n",
    "# 构造x轴刻度标签\n",
    "x_ticks = range(1, 25) # 构造x轴刻度标签,1-24\n",
    "x_ticks_label = [f\"{i}:00\" for i in x_ticks]\n",
    "plt.xticks(x_ticks, x_ticks_label, rotation=45)  #rotation = 45 让字旋转45度\n",
    "# 设置y轴的刻度标签\n",
    "y_ticks = range(min(y), max(y) + 1)\n",
    "y_ticks_label = [\"{}℃\".format(i) for i in y_ticks]\n",
    "plt.yticks(y_ticks, y_ticks_label)\n",
    "\n",
    "# 绘 图\n",
    "plt.plot(x, y)\n",
    "plt.show()"
   ],
   "id": "b3436184656f8965",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 16
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "",
   "id": "28aa46b2ba195579"
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# 设置中文",
   "id": "2e666c157c44d99"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-26T01:12:17.016082Z",
     "start_time": "2025-02-26T01:12:17.011530Z"
    }
   },
   "cell_type": "code",
   "source": [
    "from matplotlib import font_manager\n",
    "my_font = font_manager.FontProperties(fname='C:\\\\Windows\\\\Fonts\\\\simsun.ttc',size=24) #fname为字体文件名，size为字体大小,SimHei为系统默认的黑体\n"
   ],
   "id": "4946376e35e4d10a",
   "outputs": [],
   "execution_count": 17
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-26T01:12:18.813805Z",
     "start_time": "2025-02-26T01:12:18.655176Z"
    }
   },
   "cell_type": "code",
   "source": [
    "x = range(0,120)\n",
    "y = [random.randint(10,30) for i in range(120)]\n",
    "\n",
    "plt.figure(figsize=(20,8),dpi=80)\n",
    "plt.plot(x,y)\n",
    "plt.xlabel(\"时间\",rotation=45,fontproperties=my_font) # 设置x轴的标签,rotation=45 让字旋转45度\n",
    "plt.ylabel(\"次数\",fontproperties=my_font)\n",
    "\n",
    "# 设置标题\n",
    "plt.title('每分钟跳动次数',color='green',fontproperties=my_font)\n",
    "\n",
    "plt.show()"
   ],
   "id": "597ea6a8b898ee3b",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ],
      "image/png": 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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 18
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# 一图多线",
   "id": "4ffc2fbf59a4f01b"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-26T01:12:21.340440Z",
     "start_time": "2025-02-26T01:12:21.185519Z"
    }
   },
   "cell_type": "code",
   "source": [
    "y1 = [1, 0, 1, 1, 2, 4, 3, 4, 4, 5, 6, 5, 4, 3, 3, 1, 1, 1, 1, 1]  #线1的Y轴数据\n",
    "y2 = [1, 0, 3, 1, 2, 2, 3, 4, 3, 2, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1] #线2的Y轴数据\n",
    "\n",
    "x = range( 11, 31 )  # x轴的位置\n",
    "plt.figure( figsize=(20, 8), dpi=80 )  # 设置画布大小,dpi=80表示每英寸80个像素\n",
    "plt.plot( x, y1, color='red', label='自己' ) # 画线（自己）\n",
    "plt.plot( x, y2, color='blue', label='同事' ) # 画线（同事）\n",
    "# 设置x轴刻度\n",
    "xtick_labels = ['{}岁'.format( i ) for i in x]\n",
    "plt.xticks( x, xtick_labels, fontproperties=my_font, rotation=45 ) # 设置x轴刻度标签\n",
    "# 绘制网格（网格也是可以设置线的样式)\n",
    "# alpha=0.4 设置透明度\n",
    "plt.grid( alpha=0.4 )\n",
    "\n",
    "#  添加图例(注意：只有在这里需要添加prop参数是显示中文，其他的都用fontproperties)\n",
    "# 设置位置loc : upper left、 lower left、 center left、 upper center\n",
    "plt.legend( prop=my_font, loc='upper left' ) #设置图例的位置，upper left表示在右上角\n",
    "\n",
    "# 展示\n",
    "plt.show()"
   ],
   "id": "9f6bab1668a79e83",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 19
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# 多个子图",
   "id": "df1780779361c45f"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-26T01:12:24.643557Z",
     "start_time": "2025-02-26T01:12:24.348475Z"
    }
   },
   "cell_type": "code",
   "source": [
    "import numpy as np\n",
    "x =np.arange(1,  100) #划分子图\n",
    "fig,axes=plt.subplots(2,2)\n",
    "ax1=axes[0,0]\n",
    "ax2=axes[0,1]\n",
    "ax3=axes[1,0]\n",
    "ax4=axes[1,1]\n",
    "\n",
    "fig1=plt.figure(figsize=(20,10),dpi=80) #作图1\n",
    "ax1.plot(x, x) # 作 图 2\n",
    "ax2.plot(x, -x) #作图3\n",
    "ax3.plot(x, x**2) #作图4\n",
    "ax4.plot(x, np.log(x)) #log()函数求自然对数\n",
    "plt.show()"
   ],
   "id": "a6d5a21a81a65f60",
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "D:\\2025extrame-exam\\code\\Projecthh\\.venv\\Lib\\site-packages\\IPython\\core\\pylabtools.py:170: UserWarning: Glyph 8722 (\\N{MINUS SIGN}) missing from font(s) SimHei.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 4 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x800 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 20
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-26T01:12:37.457456Z",
     "start_time": "2025-02-26T01:12:37.201291Z"
    }
   },
   "cell_type": "code",
   "source": [
    "x = np.arange(1,100)\n",
    "#新建figure对象\n",
    "fig2=plt.figure(figsize=(20,10),dpi=80) #新建子图1\n",
    "ax1=fig2.add_subplot(2,2,1) #添加子图1,add_subplot(行数，列数，第几个子图)\n",
    "ax1.plot(x, x) # x轴和y轴的关系\n",
    "#新建子图2\n",
    "ax2=fig2.add_subplot(2,2,2)\n",
    "ax2.plot(x, x**2) # plot(x, x**2)表示y=x^2\n",
    "ax2.grid(color='green', linestyle='--', linewidth=1,alpha=0.3) # 设置网格线的颜色、线型、宽度、透明度\n",
    "# 新 建 子 图 3\n",
    "ax4=fig2.add_subplot(2,2,3)\n",
    "ax4.plot(x, np.log(x)) # y轴与x轴的关系为y=log(x)\n",
    "# 新 建 子 图 4\n",
    "ax3=fig2.add_subplot(2,2,4)\n",
    "ax3.plot(x, -x) #y轴与x轴的关系为y=-x\n",
    "plt.show()"
   ],
   "id": "f0bd7b4b8b8fe4d1",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x800 with 4 Axes>"
      ],
      "image/png": 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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 21
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# 散点图",
   "id": "2d0e79c8d87dcccd"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-26T01:12:40.140290Z",
     "start_time": "2025-02-26T01:12:39.995642Z"
    }
   },
   "cell_type": "code",
   "source": [
    "y = [11, 17, 16, 11, 12, 11, 12, 6, 6, 7, 8, 9, 12, 15, 14, 17, 18, 21, 16, 17, 20, 14, 15, 15, 15, 19, 21, 22, 22, 22,\n",
    "     23]  # 散点图的Y轴数据\n",
    "x = range( 1, 32 ) # 散点图的X轴数据\n",
    "\n",
    "# 设置图形大小\n",
    "plt.figure( figsize=(20, 8), dpi=80 )\n",
    "# 使用scatter绘制散点图\n",
    "plt.scatter( x, y, label='3月份' ) # label参数设置图例的名称\n",
    "# 调整x轴的刻度\n",
    "_xticks_labels = ['3月{}日'.format( i ) for i in x]\n",
    "\n",
    "plt.xticks( x[::3], _xticks_labels[::3], fontproperties=my_font, rotation=45 ) # 步长为3, 显示3月份的日期,rotation是旋转度数\n",
    "plt.xlabel( ' 日 期 ', fontproperties=my_font )\n",
    "plt.ylabel( '温度', fontproperties=my_font )\n",
    "# 图 例\n",
    "plt.legend( prop=my_font , loc='lower right' ) # 设置图例的位置\n",
    "#显示网格线\n",
    "plt.grid(alpha=1)\n",
    "plt.show()"
   ],
   "id": "20edd36d1e6c1a9d",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 22
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# 条形图",
   "id": "226be016a4b68992"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-26T01:12:42.587431Z",
     "start_time": "2025-02-26T01:12:42.453869Z"
    }
   },
   "cell_type": "code",
   "source": [
    "a = ['流浪地球','疯狂的外星人','飞驰人生','大黄蜂','熊出没·原始时代','新喜剧之王']\n",
    "b = [38.13,19.85,14.89,11.36,6.47,5.93]\n",
    "\n",
    "plt.figure(figsize=(20,8),dpi=80)\n",
    "\n",
    "# 绘制条形图的方法\n",
    "'''\n",
    "width=0.3  条形的宽度\n",
    "'''\n",
    "rects = plt.bar(range(len(b)),b,width=0.3,color='r') # 绘制条形图\n",
    "plt.xticks(range(len(a)),a,fontproperties=my_font,rotation=45) # 设置x轴的标签\n",
    "# 在条形图上加标注(水平居中)\n",
    "for rect in rects:\n",
    "    height = rect.get_height() # 获取条形图的高度\n",
    "    plt.text(rect.get_x() + rect.get_width() / 2, height+0.3, str(height),ha=\"center\") # 加标注，ha参数设置水平居中,str(height)为高度的字符串\n",
    "    plt.legend(['电影票房'],prop=my_font,loc='upper center')\n",
    "plt.show()"
   ],
   "id": "28d49977e9c69f4d",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 23
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# 直方图",
   "id": "a361034eb8091ffe"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-26T01:12:45.067937Z",
     "start_time": "2025-02-26T01:12:44.879333Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 1）准备数据\n",
    "time = [131, 98, 125, 131, 124, 139, 131, 117, 128, 108, 135, 138, 131, 102, 107, 114,\n",
    "        119, 128, 121, 142, 127, 130, 124, 101, 110, 116, 117, 110, 128, 128, 115, 99,\n",
    "        136, 126, 134, 95, 138, 117, 111, 78, 132, 124, 113, 150, 110, 117, 86, 95, 144,\n",
    "        105, 126, 130, 126, 130, 126, 116, 123, 106, 112, 138, 123, 86, 101, 99, 136, 123,\n",
    "        117, 119, 105, 137, 123, 128, 125, 104, 109, 134, 125, 127, 105, 120, 107, 129, 116,\n",
    "        108, 132, 103, 136, 118, 102, 120, 114, 105, 115, 132, 145, 119, 121, 112, 139, 125,\n",
    "        138, 109, 132, 134, 156, 106, 117, 127, 144, 139, 139, 119, 140, 83, 110, 102, 123,\n",
    "        107, 143, 115, 136, 118, 139, 123, 112, 118, 125, 109, 119, 133, 112, 114, 122, 109,\n",
    "        106, 123, 116, 131, 127, 115, 118, 112, 135, 115, 146, 137, 116, 103, 144, 83, 123,\n",
    "        111, 110, 111, 100, 154, 136, 100, 118, 119, 133, 134, 106, 129, 126, 110, 111, 109,\n",
    "        141, 120, 117, 106, 149, 122, 122, 110, 118, 127, 121, 114, 125, 126, 114, 140, 103,\n",
    "        130, 141, 117, 106, 114, 121, 114, 133, 137, 92, 121, 112, 146, 97, 137, 105, 98,\n",
    "        117, 112, 81, 97, 139, 113, 134, 106, 144, 110, 137, 137, 111, 104, 117, 100, 111,\n",
    "        101, 110, 105, 129, 137, 112, 120, 113, 133, 112, 83, 94, 146, 133, 101, 131, 116,\n",
    "        111, 84, 137, 115, 122, 106, 144, 109, 123, 116, 111, 111, 133, 150]\n",
    "\n",
    "print(max(time), min(time))\n",
    "# 设置组距，Sturges 公式是一种常用的计算组数（bin 数）的方法，一般情况下组距= 数据范围/根号(数据个数)，\n",
    "distance = 1\n",
    "#计算组数\n",
    "num_bins = int((max(time) - min(time)) / distance) # 最大数据减去最小数据除以组距得到组数\n",
    "print(num_bins) #打印组数\n",
    "# 2）绘制直方图\n",
    "plt.figure(figsize=(20, 8), dpi=100) #figsize=(20, 8)中20代表宽度，8代表高度\n",
    "plt.hist(time, num_bins, rwidth=1)  # rwidth参数设置直方图柱子的宽度比例\n",
    "# 添加网格显示\n",
    "plt.grid(linestyle=\"--\", alpha=0.5)\n",
    "\n",
    "#添 加 x,  y 轴 描 述 信 息\n",
    "plt.xlabel(\"电影时长大小\", fontproperties=my_font)\n",
    "plt.ylabel(\"电影的数据量\", fontproperties=my_font)\n",
    "# 4）显示图像\n",
    "plt.show()\n"
   ],
   "id": "138ab22fa30c044e",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "156 78\n",
      "78\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 2000x800 with 1 Axes>"
      ],
      "image/png": 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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 24
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# 饼图",
   "id": "e1993ef3bf40493b"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-26T01:12:47.963196Z",
     "start_time": "2025-02-26T01:12:47.868418Z"
    }
   },
   "cell_type": "code",
   "source": [
    "import matplotlib\n",
    "label_list = [\"小明的存款\", \"王五的存款\", \"李六的存款\"]  # 各部分标签\n",
    "size = [55, 35, 10]    # 各部分大小\n",
    "color = [\"red\", \"green\", \"blue\"]   # 各部分颜色\n",
    "explode = [ 0.05, 0.05,  0.05] # 各部分突出值，突出值越大，分散的就越开\n",
    "\n",
    "matplotlib.rcParams['font.sans-serif']=['SimHei'] # 用来正常显示中文标签\n",
    "patches, l_text, p_text = plt.pie(size,explode=explode, colors=color, labels=label_list,\n",
    "                                  labeldistance=1.1, autopct=\"%1.1f%%\", shadow=True, startangle=160, pctdistance=0.6) # 绘制饼图，labeldistance 设置标签距离圆心距离，autopct 设置百分比格式，shadow 设置阴影，startangle 设置起始角度，pctdistance 设置百分比标签距离圆心距离\n",
    "plt.axis(\"equal\")  # 设置横轴和纵轴大小相等，这样饼才是圆的\n",
    "plt.legend()\n",
    "plt.show()"
   ],
   "id": "c58f34f107d6834c",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 25
  },
  {
   "metadata": {},
   "cell_type": "code",
   "outputs": [],
   "execution_count": null,
   "source": "",
   "id": "353c5ea73c5e56e5"
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
